{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "49c942f7-d65e-40cd-821b-d2d3071bcf1e",
   "metadata": {},
   "source": [
    "# Semantic search in business news\n",
    "\n",
    "This notebook implements semantic search in [news](https://www.kaggle.com/datasets/rmisra/news-category-dataset) articles. \n",
    "The dataset is filtered for news in the 'BUSINESS' category.\n",
    "\n",
    "We are embedding\n",
    "- headlines\n",
    "- news body (short description)\n",
    "- and date\n",
    "  \n",
    "to be able to search for\n",
    "- notable events, or\n",
    "- related articles to a specific story.\n",
    "\n",
    "There is a possibility to skew the results towards older or fresher news,\n",
    "and also to influence the results using a specific search term."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aac7c6a1-6af1-4393-b4a9-2c03f9f48f6f",
   "metadata": {},
   "source": [
    "## Boilerplate\n",
    "\n",
    "### Installation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a4952853-9474-4643-82e7-5f2c193f6c56",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install superlinked==3.38.0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52f0f53e-f2d6-49ce-9108-b42743c648d6",
   "metadata": {},
   "source": [
    "### Imports and constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1346b1c0-50b3-48a3-97f9-860c919ca645",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<superlinked.framework.dsl.query.param.Param at 0x1087b4cd0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datetime import datetime, timedelta, timezone\n",
    "\n",
    "import altair as alt\n",
    "import os\n",
    "import pandas as pd\n",
    "import sys\n",
    "\n",
    "from superlinked.evaluation.charts.recency_plotter import RecencyPlotter\n",
    "from superlinked.framework.common.dag.context import CONTEXT_COMMON, CONTEXT_COMMON_NOW\n",
    "from superlinked.framework.common.dag.period_time import PeriodTime\n",
    "from superlinked.framework.common.schema.schema import schema\n",
    "from superlinked.framework.common.schema.schema_object import String, Timestamp\n",
    "from superlinked.framework.common.schema.id_schema_object import IdField\n",
    "from superlinked.framework.common.parser.dataframe_parser import DataFrameParser\n",
    "from superlinked.framework.dsl.executor.in_memory.in_memory_executor import (\n",
    "    InMemoryExecutor,\n",
    "    InMemoryApp,\n",
    ")\n",
    "from superlinked.framework.dsl.index.index import Index\n",
    "from superlinked.framework.dsl.query.param import Param\n",
    "from superlinked.framework.dsl.query.query import Query\n",
    "from superlinked.framework.dsl.query.result import Result\n",
    "from superlinked.framework.dsl.source.in_memory_source import InMemorySource\n",
    "from superlinked.framework.dsl.space.text_similarity_space import TextSimilaritySpace\n",
    "from superlinked.framework.dsl.space.recency_space import RecencySpace\n",
    "\n",
    "alt.renderers.enable(\"mimetype\")\n",
    "alt.data_transformers.disable_max_rows()\n",
    "pd.set_option(\"display.max_colwidth\", 190)\n",
    "Param(\"query_text\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c9738e3d-7d4f-4fbe-9451-c56e11a65acf",
   "metadata": {},
   "outputs": [],
   "source": [
    "YEAR_IN_DAYS = 365\n",
    "TOP_N = 10\n",
    "DATASET_URL = \"https://storage.googleapis.com/superlinked-notebook-news-dataset/business_news.json\"\n",
    "# as the dataset contains articles from 2022 and before, we can set our application's \"NOW\" to this date\n",
    "END_OF_2022_TS = int(datetime(2022, 12, 31, 23, 59).timestamp())\n",
    "EXECUTOR_DATA = {CONTEXT_COMMON: {CONTEXT_COMMON_NOW: END_OF_2022_TS}}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cec9eab8-2c61-40dc-b875-d0c062071221",
   "metadata": {},
   "source": [
    "## Prepare & explore dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b03bff12-fdf6-4500-b3c5-fb421a8990f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "NROWS = int(os.getenv(\"NOTEBOOK_TEST_ROW_LIMIT\", sys.maxsize))\n",
    "business_news = pd.read_json(DATASET_URL, convert_dates=True).head(NROWS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "89d28b5c-c603-4817-b7f8-de80c435e2fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# we are going to need an id column\n",
    "business_news = business_news.reset_index().rename(columns={\"index\": \"id\"})\n",
    "# we need to handle the timestamp being set in milliseconds\n",
    "business_news[\"date\"] = [\n",
    "    date.replace(tzinfo=timezone.utc).timestamp() for date in business_news.date\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f08f8086-85f1-4ea8-9446-07c5fdd68609",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>link</th>\n",
       "      <th>headline</th>\n",
       "      <th>category</th>\n",
       "      <th>short_description</th>\n",
       "      <th>authors</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>162</td>\n",
       "      <td>https://www.huffpost.com/entry/rei-workers-berkeley-store-union_n_6307a5f4e4b0f72c09ded80d</td>\n",
       "      <td>REI Workers At Berkeley Store Vote To Unionize In Another Win For Labor</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>They follow in the footsteps of REI workers in New York City who formed a union earlier this year.</td>\n",
       "      <td>Dave Jamieson</td>\n",
       "      <td>1.661386e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>353</td>\n",
       "      <td>https://www.huffpost.com/entry/twitter-elon-musk-trial-october_n_62d7c115e4b000da23f9c7df</td>\n",
       "      <td>Twitter Lawyer Calls Elon Musk 'Committed Enemy' As Judge Sets October Trial</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>Delaware Chancery Judge Kathaleen McCormick dealt the world's richest person a setback in ordering a speedy trial on his abandoned deal to buy Twitter.</td>\n",
       "      <td>Marita Vlachou</td>\n",
       "      <td>1.658275e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>632</td>\n",
       "      <td>https://www.huffpost.com/entry/starbucks-leaves-russian-market-shuts-stores_n_628b9804e4b05cfc268f4413</td>\n",
       "      <td>Starbucks Leaving Russian Market, Shutting 130 Stores</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>Starbucks' move follows McDonald's exit from the Russian market last week.</td>\n",
       "      <td>DEE-ANN DURBIN, AP</td>\n",
       "      <td>1.653264e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>690</td>\n",
       "      <td>https://www.huffpost.com/entry/coinbase-crypto-slumping_n_627c5582e4b0b74b0e7ed621</td>\n",
       "      <td>Crypto Crash Leaves Trading Platform Coinbase Slumped</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>Cryptocurrency trading platform Coinbase has lost half its value in the past week.</td>\n",
       "      <td>Matt Ott, AP</td>\n",
       "      <td>1.652314e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>727</td>\n",
       "      <td>https://www.huffpost.com/entry/us-april-jobs-report-2022_n_627517dfe4b009a811c295ec</td>\n",
       "      <td>US Added 428,000 Jobs In April Despite Surging Inflation</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>At 3.6%, unemployment nearly reached the lowest level in half a century.</td>\n",
       "      <td>Paul Wiseman, AP</td>\n",
       "      <td>1.651795e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id  \\\n",
       "0  162   \n",
       "1  353   \n",
       "2  632   \n",
       "3  690   \n",
       "4  727   \n",
       "\n",
       "                                                                                                     link  \\\n",
       "0              https://www.huffpost.com/entry/rei-workers-berkeley-store-union_n_6307a5f4e4b0f72c09ded80d   \n",
       "1               https://www.huffpost.com/entry/twitter-elon-musk-trial-october_n_62d7c115e4b000da23f9c7df   \n",
       "2  https://www.huffpost.com/entry/starbucks-leaves-russian-market-shuts-stores_n_628b9804e4b05cfc268f4413   \n",
       "3                      https://www.huffpost.com/entry/coinbase-crypto-slumping_n_627c5582e4b0b74b0e7ed621   \n",
       "4                     https://www.huffpost.com/entry/us-april-jobs-report-2022_n_627517dfe4b009a811c295ec   \n",
       "\n",
       "                                                                       headline  \\\n",
       "0       REI Workers At Berkeley Store Vote To Unionize In Another Win For Labor   \n",
       "1  Twitter Lawyer Calls Elon Musk 'Committed Enemy' As Judge Sets October Trial   \n",
       "2                         Starbucks Leaving Russian Market, Shutting 130 Stores   \n",
       "3                         Crypto Crash Leaves Trading Platform Coinbase Slumped   \n",
       "4                      US Added 428,000 Jobs In April Despite Surging Inflation   \n",
       "\n",
       "   category  \\\n",
       "0  BUSINESS   \n",
       "1  BUSINESS   \n",
       "2  BUSINESS   \n",
       "3  BUSINESS   \n",
       "4  BUSINESS   \n",
       "\n",
       "                                                                                                                                         short_description  \\\n",
       "0                                                       They follow in the footsteps of REI workers in New York City who formed a union earlier this year.   \n",
       "1  Delaware Chancery Judge Kathaleen McCormick dealt the world's richest person a setback in ordering a speedy trial on his abandoned deal to buy Twitter.   \n",
       "2                                                                               Starbucks' move follows McDonald's exit from the Russian market last week.   \n",
       "3                                                                       Cryptocurrency trading platform Coinbase has lost half its value in the past week.   \n",
       "4                                                                                 At 3.6%, unemployment nearly reached the lowest level in half a century.   \n",
       "\n",
       "              authors          date  \n",
       "0       Dave Jamieson  1.661386e+09  \n",
       "1      Marita Vlachou  1.658275e+09  \n",
       "2  DEE-ANN DURBIN, AP  1.653264e+09  \n",
       "3        Matt Ott, AP  1.652314e+09  \n",
       "4    Paul Wiseman, AP  1.651795e+09  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# a sneak peak into the data\n",
    "business_news.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "228c1c1c-bb7b-4f08-8d08-d5dff9ff60db",
   "metadata": {},
   "source": [
    "### Understand release date distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e7f7a6fe-5ae2-4704-970b-feb8808ec60e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v5+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v5.16.3.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 300
        }
       },
       "data": {
        "name": "data-4abcb33b87bcf4d12d14dd7a5b6ac4a7"
       },
       "datasets": {
        "data-4abcb33b87bcf4d12d14dd7a5b6ac4a7": [
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2022
         },
         {
          "year_of_publication": 2021
         },
         {
          "year_of_publication": 2021
         },
         {
          "year_of_publication": 2021
         },
         {
          "year_of_publication": 2021
         },
         {
          "year_of_publication": 2021
         },
         {
          "year_of_publication": 2021
         },
         {
          "year_of_publication": 2021
         },
         {
          "year_of_publication": 2021
         },
         {
          "year_of_publication": 2021
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2020
         },
         {
          "year_of_publication": 2019
         },
         {
          "year_of_publication": 2019
         },
         {
          "year_of_publication": 2019
         },
         {
          "year_of_publication": 2019
         },
         {
          "year_of_publication": 2019
         },
         {
          "year_of_publication": 2019
         },
         {
          "year_of_publication": 2019
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2018
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2017
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2016
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2015
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2014
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2013
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         },
         {
          "year_of_publication": 2012
         }
        ]
       },
       "encoding": {
        "x": {
         "bin": true,
         "field": "year_of_publication",
         "title": "Year of publication",
         "type": "nominal"
        },
        "y": {
         "aggregate": "count",
         "title": "Count of articles",
         "type": "quantitative"
        }
       },
       "height": 400,
       "mark": {
        "type": "bar"
       },
       "width": 400
      },
      "image/png": "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",
      "text/plain": [
       "<VegaLite 5 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/display_frontends.html#troubleshooting\n"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# some quick transformations and an altair histogram\n",
    "years_to_plot: pd.DataFrame = pd.DataFrame(\n",
    "    {\n",
    "        \"year_of_publication\": [\n",
    "            int(datetime.fromtimestamp(ts).year) for ts in business_news[\"date\"]\n",
    "        ]\n",
    "    }\n",
    ")\n",
    "alt.Chart(years_to_plot).mark_bar().encode(\n",
    "    alt.X(\"year_of_publication:N\", bin=True, title=\"Year of publication\"),\n",
    "    y=alt.Y(\"count()\", title=\"Count of articles\"),\n",
    ").properties(width=400, height=400)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "453dd57f-26d2-464a-bcee-f4808304ff00",
   "metadata": {},
   "source": [
    "The largest period time should be around 11 years as the oldest article is from 2012.\n",
    "\n",
    "As most articles are between 2012-2017, therefore, it also makes sense to differentiate across the relatively scarce recent period of 4 years.\n",
    "\n",
    "It can also make sense to give additional weight to more populous time periods - small differences can be amplified by adding extra weight compared to regions where the data is scarce and differences are larger on average."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb39ab0a-86c9-4bd6-98ca-013a223b2f18",
   "metadata": {},
   "source": [
    "## Set up Superlinked"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "363d1bfb-a842-49b6-a822-99db1f18daa8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# set up schema to accommodate our inputs\n",
    "@schema\n",
    "class NewsSchema:\n",
    "    description: String\n",
    "    headline: String\n",
    "    release_timestamp: Timestamp\n",
    "    id: IdField"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7b17ee72-539f-459a-ab8e-f1918579987d",
   "metadata": {},
   "outputs": [],
   "source": [
    "news = NewsSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "abba40ea-a250-4b12-ad4b-ef90155c3175",
   "metadata": {},
   "outputs": [],
   "source": [
    "# textual characteristics are embedded using a sentence-transformers model\n",
    "description_space = TextSimilaritySpace(\n",
    "    text=news.description, model=\"sentence-transformers/all-mpnet-base-v2\"\n",
    ")\n",
    "headline_space = TextSimilaritySpace(\n",
    "    text=news.headline, model=\"sentence-transformers/all-mpnet-base-v2\"\n",
    ")\n",
    "# release date is encoded using our recency embedding algorithm\n",
    "recency_space = RecencySpace(\n",
    "    timestamp=news.release_timestamp,\n",
    "    period_time_list=[\n",
    "        PeriodTime(timedelta(days=4 * YEAR_IN_DAYS), weight=1),\n",
    "        PeriodTime(timedelta(days=11 * YEAR_IN_DAYS), weight=2),\n",
    "    ],\n",
    "    negative_filter=0.0,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "88e05778-8ab1-49c9-922d-cd825c65b93a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# we create an index of our spaces\n",
    "news_index = Index(spaces=[description_space, headline_space, recency_space])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b56927bf-503c-4f08-98c4-f5f9a49690af",
   "metadata": {},
   "outputs": [],
   "source": [
    "# simple query will serve us right when we simply want to search the dataset with a search term\n",
    "# the term will search in both textual fields\n",
    "# and we will have to option to weight certain inputs' importance\n",
    "simple_query = (\n",
    "    Query(\n",
    "        news_index,\n",
    "        weights={\n",
    "            description_space: Param(\"description_weight\"),\n",
    "            headline_space: Param(\"headline_weight\"),\n",
    "            recency_space: Param(\"recency_weight\"),\n",
    "        },\n",
    "    )\n",
    "    .find(news)\n",
    "    .similar(description_space.text, Param(\"query_text\"))\n",
    "    .similar(headline_space.text, Param(\"query_text\"))\n",
    "    .limit(TOP_N)\n",
    ")\n",
    "\n",
    "# news query on the other hand will search in the database with the vector of a news article\n",
    "# weighting possibility is still there\n",
    "news_query = (\n",
    "    Query(\n",
    "        news_index,\n",
    "        weights={\n",
    "            description_space: Param(\"description_weight\"),\n",
    "            headline_space: Param(\"headline_weight\"),\n",
    "            recency_space: Param(\"recency_weight\"),\n",
    "        },\n",
    "    )\n",
    "    .find(news)\n",
    "    .with_vector(news, Param(\"news_id\"))\n",
    "    .limit(TOP_N)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "22069eb1-16d6-40db-b5ba-127fa1efa86e",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframe_parser = DataFrameParser(\n",
    "    schema=news,\n",
    "    mapping={news.release_timestamp: \"date\", news.description: \"short_description\"},\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "14335931-ba95-45ec-8cb6-19f5e4905fbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "source: InMemorySource = InMemorySource(news, parser=dataframe_parser)\n",
    "executor: InMemoryExecutor = InMemoryExecutor(\n",
    "    sources=[source], indices=[news_index], context_data=EXECUTOR_DATA\n",
    ")\n",
    "app: InMemoryApp = executor.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "683cbd59-0744-4cd9-9a36-18814be79760",
   "metadata": {},
   "outputs": [],
   "source": [
    "source.put([business_news])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6af286dc-898f-4e7a-8b16-8672bb96b51d",
   "metadata": {},
   "source": [
    "## Understanding recency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ec9bde52-d7e8-4c34-8e27-5c512ef08c87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v5+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v5.16.3.json",
       "config": {
        "view": {
         "continuousHeight": 300,
         "continuousWidth": 300
        }
       },
       "data": {
        "name": "data-7d7fa2ff9e001f613eae227979ef029a"
       },
       "datasets": {
        "data-7d7fa2ff9e001f613eae227979ef029a": [
         {
          "date": "2010-11-28T11:59:00",
          "score": 0
         },
         {
          "date": "2010-12-02T22:05:07.567568",
          "score": 0
         },
         {
          "date": "2010-12-07T08:11:15.135135",
          "score": 0
         },
         {
          "date": "2010-12-11T18:17:22.702703",
          "score": 0
         },
         {
          "date": "2010-12-16T04:23:30.270270",
          "score": 0
         },
         {
          "date": "2010-12-20T14:29:37.837838",
          "score": 0
         },
         {
          "date": "2010-12-25T00:35:45.405406",
          "score": 0
         },
         {
          "date": "2010-12-29T10:41:52.972973",
          "score": 0
         },
         {
          "date": "2011-01-02T20:48:00.540540",
          "score": 0
         },
         {
          "date": "2011-01-07T06:54:08.108108",
          "score": 0
         },
         {
          "date": "2011-01-11T17:00:15.675676",
          "score": 0
         },
         {
          "date": "2011-01-16T03:06:23.243243",
          "score": 0
         },
         {
          "date": "2011-01-20T13:12:30.810811",
          "score": 0
         },
         {
          "date": "2011-01-24T23:18:38.378378",
          "score": 0
         },
         {
          "date": "2011-01-29T09:24:45.945946",
          "score": 0
         },
         {
          "date": "2011-02-02T19:30:53.513514",
          "score": 0
         },
         {
          "date": "2011-02-07T05:37:01.081081",
          "score": 0
         },
         {
          "date": "2011-02-11T15:43:08.648649",
          "score": 0
         },
         {
          "date": "2011-02-16T01:49:16.216216",
          "score": 0
         },
         {
          "date": "2011-02-20T11:55:23.783784",
          "score": 0
         },
         {
          "date": "2011-02-24T22:01:31.351351",
          "score": 0
         },
         {
          "date": "2011-03-01T08:07:38.918919",
          "score": 0
         },
         {
          "date": "2011-03-05T18:13:46.486486",
          "score": 0
         },
         {
          "date": "2011-03-10T04:19:54.054054",
          "score": 0
         },
         {
          "date": "2011-03-14T14:26:01.621622",
          "score": 0
         },
         {
          "date": "2011-03-19T00:32:09.189189",
          "score": 0
         },
         {
          "date": "2011-03-23T10:38:16.756757",
          "score": 0
         },
         {
          "date": "2011-03-27T21:44:24.324324",
          "score": 0
         },
         {
          "date": "2011-04-01T07:50:31.891892",
          "score": 0
         },
         {
          "date": "2011-04-05T17:56:39.459460",
          "score": 0
         },
         {
          "date": "2011-04-10T04:02:47.027027",
          "score": 0
         },
         {
          "date": "2011-04-14T14:08:54.594594",
          "score": 0
         },
         {
          "date": "2011-04-19T00:15:02.162162",
          "score": 0
         },
         {
          "date": "2011-04-23T10:21:09.729730",
          "score": 0
         },
         {
          "date": "2011-04-27T20:27:17.297297",
          "score": 0
         },
         {
          "date": "2011-05-02T06:33:24.864865",
          "score": 0
         },
         {
          "date": "2011-05-06T16:39:32.432432",
          "score": 0
         },
         {
          "date": "2011-05-11T02:45:40",
          "score": 0
         },
         {
          "date": "2011-05-15T12:51:47.567568",
          "score": 0
         },
         {
          "date": "2011-05-19T22:57:55.135135",
          "score": 0
         },
         {
          "date": "2011-05-24T09:04:02.702703",
          "score": 0
         },
         {
          "date": "2011-05-28T19:10:10.270270",
          "score": 0
         },
         {
          "date": "2011-06-02T05:16:17.837838",
          "score": 0
         },
         {
          "date": "2011-06-06T15:22:25.405406",
          "score": 0
         },
         {
          "date": "2011-06-11T01:28:32.972973",
          "score": 0
         },
         {
          "date": "2011-06-15T11:34:40.540540",
          "score": 0
         },
         {
          "date": "2011-06-19T21:40:48.108108",
          "score": 0
         },
         {
          "date": "2011-06-24T07:46:55.675676",
          "score": 0
         },
         {
          "date": "2011-06-28T17:53:03.243243",
          "score": 0
         },
         {
          "date": "2011-07-03T03:59:10.810811",
          "score": 0
         },
         {
          "date": "2011-07-07T14:05:18.378378",
          "score": 0
         },
         {
          "date": "2011-07-12T00:11:25.945946",
          "score": 0
         },
         {
          "date": "2011-07-16T10:17:33.513514",
          "score": 0
         },
         {
          "date": "2011-07-20T20:23:41.081081",
          "score": 0
         },
         {
          "date": "2011-07-25T06:29:48.648649",
          "score": 0
         },
         {
          "date": "2011-07-29T16:35:56.216216",
          "score": 0
         },
         {
          "date": "2011-08-03T02:42:03.783784",
          "score": 0
         },
         {
          "date": "2011-08-07T12:48:11.351351",
          "score": 0
         },
         {
          "date": "2011-08-11T22:54:18.918919",
          "score": 0
         },
         {
          "date": "2011-08-16T09:00:26.486486",
          "score": 0
         },
         {
          "date": "2011-08-20T19:06:34.054054",
          "score": 0
         },
         {
          "date": "2011-08-25T05:12:41.621622",
          "score": 0
         },
         {
          "date": "2011-08-29T15:18:49.189189",
          "score": 0
         },
         {
          "date": "2011-09-03T01:24:56.756757",
          "score": 0
         },
         {
          "date": "2011-09-07T11:31:04.324324",
          "score": 0
         },
         {
          "date": "2011-09-11T21:37:11.891892",
          "score": 0
         },
         {
          "date": "2011-09-16T07:43:19.459460",
          "score": 0
         },
         {
          "date": "2011-09-20T17:49:27.027027",
          "score": 0
         },
         {
          "date": "2011-09-25T03:55:34.594594",
          "score": 0
         },
         {
          "date": "2011-09-29T14:01:42.162162",
          "score": 0
         },
         {
          "date": "2011-10-04T00:07:49.729730",
          "score": 0
         },
         {
          "date": "2011-10-08T10:13:57.297297",
          "score": 0
         },
         {
          "date": "2011-10-12T20:20:04.864865",
          "score": 0
         },
         {
          "date": "2011-10-17T06:26:12.432432",
          "score": 0
         },
         {
          "date": "2011-10-21T16:32:20",
          "score": 0
         },
         {
          "date": "2011-10-26T02:38:27.567568",
          "score": 0
         },
         {
          "date": "2011-10-30T11:44:35.135135",
          "score": 0
         },
         {
          "date": "2011-11-03T21:50:42.702703",
          "score": 0
         },
         {
          "date": "2011-11-08T07:56:50.270270",
          "score": 0
         },
         {
          "date": "2011-11-12T18:02:57.837838",
          "score": 0
         },
         {
          "date": "2011-11-17T04:09:05.405406",
          "score": 0
         },
         {
          "date": "2011-11-21T14:15:12.972973",
          "score": 0
         },
         {
          "date": "2011-11-26T00:21:20.540540",
          "score": 0
         },
         {
          "date": "2011-11-30T10:27:28.108108",
          "score": 0
         },
         {
          "date": "2011-12-04T20:33:35.675676",
          "score": 0
         },
         {
          "date": "2011-12-09T06:39:43.243243",
          "score": 0
         },
         {
          "date": "2011-12-13T16:45:50.810811",
          "score": 0
         },
         {
          "date": "2011-12-18T02:51:58.378378",
          "score": 0
         },
         {
          "date": "2011-12-22T12:58:05.945946",
          "score": 0
         },
         {
          "date": "2011-12-26T23:04:13.513514",
          "score": 0
         },
         {
          "date": "2011-12-31T09:10:21.081081",
          "score": 0
         },
         {
          "date": "2012-01-04T19:16:28.648649",
          "score": 0.00025157898713412674
         },
         {
          "date": "2012-01-09T05:22:36.216216",
          "score": 0.001635262304549967
         },
         {
          "date": "2012-01-13T15:28:43.783784",
          "score": 0.0030189407300263427
         },
         {
          "date": "2012-01-18T01:34:51.351351",
          "score": 0.004402610124233208
         },
         {
          "date": "2012-01-22T11:40:58.918919",
          "score": 0.005786266347882263
         },
         {
          "date": "2012-01-26T21:47:06.486486",
          "score": 0.007169905261715459
         },
         {
          "date": "2012-01-31T07:53:14.054054",
          "score": 0.008553522726528595
         },
         {
          "date": "2012-02-04T17:59:21.621622",
          "score": 0.009937114603182029
         },
         {
          "date": "2012-02-09T04:05:29.189189",
          "score": 0.011320676752608394
         },
         {
          "date": "2012-02-13T14:11:36.756757",
          "score": 0.012704205035842075
         },
         {
          "date": "2012-02-18T00:17:44.324324",
          "score": 0.014087695314005944
         },
         {
          "date": "2012-02-22T10:23:51.891892",
          "score": 0.015471143448336777
         },
         {
          "date": "2012-02-26T20:29:59.459460",
          "score": 0.0168545453002098
         },
         {
          "date": "2012-03-02T06:36:07.027027",
          "score": 0.018237896731126413
         },
         {
          "date": "2012-03-06T16:42:14.594594",
          "score": 0.019621193602742726
         },
         {
          "date": "2012-03-11T02:48:22.162162",
          "score": 0.021004431776873833
         },
         {
          "date": "2012-03-15T12:54:29.729730",
          "score": 0.022387607115523678
         },
         {
          "date": "2012-03-19T23:00:37.297297",
          "score": 0.023770715480870674
         },
         {
          "date": "2012-03-24T09:06:44.864865",
          "score": 0.025153752735294632
         },
         {
          "date": "2012-03-28T20:12:52.432432",
          "score": 0.026536714741398293
         },
         {
          "date": "2012-04-02T06:19:00",
          "score": 0.027919597362000614
         },
         {
          "date": "2012-04-06T16:25:07.567568",
          "score": 0.029302396460159474
         },
         {
          "date": "2012-04-11T02:31:15.135135",
          "score": 0.03068510789918294
         },
         {
          "date": "2012-04-15T12:37:22.702703",
          "score": 0.032067727542639535
         },
         {
          "date": "2012-04-19T22:43:30.270270",
          "score": 0.033450251254381225
         },
         {
          "date": "2012-04-24T08:49:37.837838",
          "score": 0.03483267489853592
         },
         {
          "date": "2012-04-28T18:55:45.405406",
          "score": 0.03621499433953429
         },
         {
          "date": "2012-05-03T05:01:52.972973",
          "score": 0.03759720544212358
         },
         {
          "date": "2012-05-07T15:08:00.540540",
          "score": 0.038979304071370235
         },
         {
          "date": "2012-05-12T01:14:08.108108",
          "score": 0.04036128609267686
         },
         {
          "date": "2012-05-16T11:20:15.675676",
          "score": 0.04174314737179485
         },
         {
          "date": "2012-05-20T21:26:23.243243",
          "score": 0.04312488377484347
         },
         {
          "date": "2012-05-25T07:32:30.810811",
          "score": 0.044506491168306406
         },
         {
          "date": "2012-05-29T17:38:38.378378",
          "score": 0.045887965419055654
         },
         {
          "date": "2012-06-03T03:44:45.945946",
          "score": 0.04726930239436894
         },
         {
          "date": "2012-06-07T13:50:53.513514",
          "score": 0.04865049796192489
         },
         {
          "date": "2012-06-11T23:57:01.081081",
          "score": 0.05003154798983045
         },
         {
          "date": "2012-06-16T10:03:08.648649",
          "score": 0.05141244834662595
         },
         {
          "date": "2012-06-20T20:09:16.216216",
          "score": 0.05279319490129564
         },
         {
          "date": "2012-06-25T06:15:23.783784",
          "score": 0.05417378352329705
         },
         {
          "date": "2012-06-29T16:21:31.351351",
          "score": 0.055554210082543465
         },
         {
          "date": "2012-07-04T02:27:38.918919",
          "score": 0.056934470449447605
         },
         {
          "date": "2012-07-08T12:33:46.486486",
          "score": 0.05831456049491052
         },
         {
          "date": "2012-07-12T22:39:54.054054",
          "score": 0.05969447609034406
         },
         {
          "date": "2012-07-17T08:46:01.621622",
          "score": 0.061074213107683184
         },
         {
          "date": "2012-07-21T18:52:09.189189",
          "score": 0.06245376741939246
         },
         {
          "date": "2012-07-26T04:58:16.756757",
          "score": 0.06383313489849568
         },
         {
          "date": "2012-07-30T15:04:24.324324",
          "score": 0.0652123114185632
         },
         {
          "date": "2012-08-04T01:10:31.891892",
          "score": 0.06659129285373627
         },
         {
          "date": "2012-08-08T11:16:39.459460",
          "score": 0.06797007507875252
         },
         {
          "date": "2012-08-12T21:22:47.027027",
          "score": 0.06934865396893314
         },
         {
          "date": "2012-08-17T07:28:54.594594",
          "score": 0.07072702540021147
         },
         {
          "date": "2012-08-21T17:35:02.162162",
          "score": 0.07210518524913723
         },
         {
          "date": "2012-08-26T03:41:09.729730",
          "score": 0.07348312939290613
         },
         {
          "date": "2012-08-30T13:47:17.297297",
          "score": 0.07486085370934603
         },
         {
          "date": "2012-09-03T23:53:24.864865",
          "score": 0.0762383540769429
         },
         {
          "date": "2012-09-08T09:59:32.432432",
          "score": 0.07761562637486502
         },
         {
          "date": "2012-09-12T20:05:40",
          "score": 0.07899266648295022
         },
         {
          "date": "2012-09-17T06:11:47.567568",
          "score": 0.08036947028173547
         },
         {
          "date": "2012-09-21T16:17:55.135135",
          "score": 0.08174603365246352
         },
         {
          "date": "2012-09-26T02:24:02.702703",
          "score": 0.08312235247709543
         },
         {
          "date": "2012-09-30T12:30:10.270270",
          "score": 0.08449842263833207
         },
         {
          "date": "2012-10-04T22:36:17.837838",
          "score": 0.08587424001960758
         },
         {
          "date": "2012-10-09T08:42:25.405406",
          "score": 0.08724980050511427
         },
         {
          "date": "2012-10-13T18:48:32.972973",
          "score": 0.08862509997982188
         },
         {
          "date": "2012-10-18T04:54:40.540540",
          "score": 0.09000013432947007
         },
         {
          "date": "2012-10-22T15:00:48.108108",
          "score": 0.09137489944059718
         },
         {
          "date": "2012-10-27T01:06:55.675676",
          "score": 0.0927493912005416
         },
         {
          "date": "2012-10-31T10:13:03.243243",
          "score": 0.09412360549747073
         },
         {
          "date": "2012-11-04T20:19:10.810811",
          "score": 0.09549753822037038
         },
         {
          "date": "2012-11-09T06:25:18.378378",
          "score": 0.09687118525907201
         },
         {
          "date": "2012-11-13T16:31:25.945946",
          "score": 0.09824454250426701
         },
         {
          "date": "2012-11-18T02:37:33.513514",
          "score": 0.09961760584750828
         },
         {
          "date": "2012-11-22T12:43:41.081081",
          "score": 0.10099037118122761
         },
         {
          "date": "2012-11-26T22:49:48.648649",
          "score": 0.10236283439875143
         },
         {
          "date": "2012-12-01T08:55:56.216216",
          "score": 0.10373499139430431
         },
         {
          "date": "2012-12-05T19:02:03.783784",
          "score": 0.10510683806303783
         },
         {
          "date": "2012-12-10T05:08:11.351351",
          "score": 0.10647837030101842
         },
         {
          "date": "2012-12-14T15:14:18.918919",
          "score": 0.10784958400526601
         },
         {
          "date": "2012-12-19T01:20:26.486486",
          "score": 0.1092204750737451
         },
         {
          "date": "2012-12-23T11:26:34.054054",
          "score": 0.11059103940538689
         },
         {
          "date": "2012-12-27T21:32:41.621622",
          "score": 0.11196127290010072
         },
         {
          "date": "2013-01-01T07:38:49.189189",
          "score": 0.11333117145878135
         },
         {
          "date": "2013-01-05T17:44:56.756757",
          "score": 0.1147007309833381
         },
         {
          "date": "2013-01-10T03:51:04.324324",
          "score": 0.11606994737668214
         },
         {
          "date": "2013-01-14T13:57:11.891892",
          "score": 0.11743881654275073
         },
         {
          "date": "2013-01-19T00:03:19.459460",
          "score": 0.1188073343865329
         },
         {
          "date": "2013-01-23T10:09:27.027027",
          "score": 0.12017549681405582
         },
         {
          "date": "2013-01-27T20:15:34.594594",
          "score": 0.12154329973241407
         },
         {
          "date": "2013-02-01T06:21:42.162162",
          "score": 0.12291073904977379
         },
         {
          "date": "2013-02-05T16:27:49.729730",
          "score": 0.12427781067540111
         },
         {
          "date": "2013-02-10T02:33:57.297297",
          "score": 0.12564451051964975
         },
         {
          "date": "2013-02-14T12:40:04.864865",
          "score": 0.12701083449398548
         },
         {
          "date": "2013-02-18T22:46:12.432432",
          "score": 0.12837677851101126
         },
         {
          "date": "2013-02-23T08:52:20",
          "score": 0.129742338484454
         },
         {
          "date": "2013-02-27T18:58:27.567568",
          "score": 0.1311075103291936
         },
         {
          "date": "2013-03-04T05:04:35.135135",
          "score": 0.13247228996127058
         },
         {
          "date": "2013-03-08T15:10:42.702703",
          "score": 0.13383667329789722
         },
         {
          "date": "2013-03-13T01:16:50.270270",
          "score": 0.13520065625747957
         },
         {
          "date": "2013-03-17T11:22:57.837838",
          "score": 0.13656423475961155
         },
         {
          "date": "2013-03-21T21:29:05.405406",
          "score": 0.13792740472509835
         },
         {
          "date": "2013-03-26T07:35:12.972973",
          "score": 0.13929016207597622
         },
         {
          "date": "2013-03-30T17:41:20.540540",
          "score": 0.14065250273550506
         },
         {
          "date": "2013-04-04T04:47:28.108108",
          "score": 0.14201442262819697
         },
         {
          "date": "2013-04-08T14:53:35.675676",
          "score": 0.14337591767981722
         },
         {
          "date": "2013-04-13T00:59:43.243243",
          "score": 0.14473698381741307
         },
         {
          "date": "2013-04-17T11:05:50.810811",
          "score": 0.1460976169693039
         },
         {
          "date": "2013-04-21T21:11:58.378378",
          "score": 0.1474578130651063
         },
         {
          "date": "2013-04-26T07:18:05.945946",
          "score": 0.1488175680357528
         },
         {
          "date": "2013-04-30T17:24:13.513514",
          "score": 0.15017687781348504
         },
         {
          "date": "2013-05-05T03:30:21.081081",
          "score": 0.15153573833188216
         },
         {
          "date": "2013-05-09T13:36:28.648649",
          "score": 0.15289414552586517
         },
         {
          "date": "2013-05-13T23:42:36.216216",
          "score": 0.1542520953317082
         },
         {
          "date": "2013-05-18T09:48:43.783784",
          "score": 0.15560958368706374
         },
         {
          "date": "2013-05-22T19:54:51.351351",
          "score": 0.15696660653095346
         },
         {
          "date": "2013-05-27T06:00:58.918919",
          "score": 0.15832315980380057
         },
         {
          "date": "2013-05-31T16:07:06.486486",
          "score": 0.15967923944742768
         },
         {
          "date": "2013-06-05T02:13:14.054054",
          "score": 0.16103484140507385
         },
         {
          "date": "2013-06-09T12:19:21.621622",
          "score": 0.1623899616214105
         },
         {
          "date": "2013-06-13T22:25:29.189189",
          "score": 0.1637445960425442
         },
         {
          "date": "2013-06-18T08:31:36.756757",
          "score": 0.16509874061604624
         },
         {
          "date": "2013-06-22T18:37:44.324324",
          "score": 0.1664523912909418
         },
         {
          "date": "2013-06-27T04:43:51.891892",
          "score": 0.16780554401773606
         },
         {
          "date": "2013-07-01T14:49:59.459460",
          "score": 0.1691581947484319
         },
         {
          "date": "2013-07-06T00:56:07.027027",
          "score": 0.17051033943652433
         },
         {
          "date": "2013-07-10T11:02:14.594594",
          "score": 0.1718619740370249
         },
         {
          "date": "2013-07-14T21:08:22.162162",
          "score": 0.17321309450646977
         },
         {
          "date": "2013-07-19T07:14:29.729730",
          "score": 0.1745636968029416
         },
         {
          "date": "2013-07-23T17:20:37.297297",
          "score": 0.17591377688606308
         },
         {
          "date": "2013-07-28T03:26:44.864865",
          "score": 0.17726333071701889
         },
         {
          "date": "2013-08-01T13:32:52.432432",
          "score": 0.17861235425858013
         },
         {
          "date": "2013-08-05T23:39:00",
          "score": 0.17996084347509217
         },
         {
          "date": "2013-08-10T09:45:07.567568",
          "score": 0.18130879433250252
         },
         {
          "date": "2013-08-14T19:51:15.135135",
          "score": 0.18265620279836897
         },
         {
          "date": "2013-08-19T05:57:22.702703",
          "score": 0.18400306484187018
         },
         {
          "date": "2013-08-23T16:03:30.270270",
          "score": 0.18534937643382798
         },
         {
          "date": "2013-08-28T02:09:37.837838",
          "score": 0.1866951335467003
         },
         {
          "date": "2013-09-01T12:15:45.405406",
          "score": 0.18804033215460625
         },
         {
          "date": "2013-09-05T22:21:52.972973",
          "score": 0.18938496823334355
         },
         {
          "date": "2013-09-10T08:28:00.540540",
          "score": 0.19072903776038264
         },
         {
          "date": "2013-09-14T18:34:08.108108",
          "score": 0.19207253671489444
         },
         {
          "date": "2013-09-19T04:40:15.675676",
          "score": 0.19341546107775093
         },
         {
          "date": "2013-09-23T14:46:23.243243",
          "score": 0.19475780683155375
         },
         {
          "date": "2013-09-28T00:52:30.810811",
          "score": 0.19609956996062683
         },
         {
          "date": "2013-10-02T10:58:38.378378",
          "score": 0.1974407464510352
         },
         {
          "date": "2013-10-06T21:04:45.945946",
          "score": 0.19878133229060974
         },
         {
          "date": "2013-10-11T07:10:53.513514",
          "score": 0.2001213234689374
         },
         {
          "date": "2013-10-15T17:17:01.081081",
          "score": 0.20146071597738924
         },
         {
          "date": "2013-10-20T03:23:08.648649",
          "score": 0.2027995058091258
         },
         {
          "date": "2013-10-24T13:29:16.216216",
          "score": 0.2041376889591065
         },
         {
          "date": "2013-10-28T22:35:23.783784",
          "score": 0.20547526142411843
         },
         {
          "date": "2013-11-02T08:41:31.351351",
          "score": 0.2068122192027596
         },
         {
          "date": "2013-11-06T18:47:38.918919",
          "score": 0.20814855829548123
         },
         {
          "date": "2013-11-11T04:53:46.486486",
          "score": 0.2094842747045748
         },
         {
          "date": "2013-11-15T14:59:54.054054",
          "score": 0.21081936443419946
         },
         {
          "date": "2013-11-20T01:06:01.621622",
          "score": 0.21215382349038742
         },
         {
          "date": "2013-11-24T11:12:09.189189",
          "score": 0.21348764788105457
         },
         {
          "date": "2013-11-28T21:18:16.756757",
          "score": 0.2148208336160255
         },
         {
          "date": "2013-12-03T07:24:24.324324",
          "score": 0.21615337670702645
         },
         {
          "date": "2013-12-07T17:30:31.891892",
          "score": 0.21748527316770475
         },
         {
          "date": "2013-12-12T03:36:39.459460",
          "score": 0.21881651901365265
         },
         {
          "date": "2013-12-16T13:42:47.027027",
          "score": 0.22014711026239803
         },
         {
          "date": "2013-12-20T23:48:54.594594",
          "score": 0.22147704293343237
         },
         {
          "date": "2013-12-25T09:55:02.162162",
          "score": 0.22280631304821183
         },
         {
          "date": "2013-12-29T20:01:09.729730",
          "score": 0.22413491663018567
         },
         {
          "date": "2014-01-03T06:07:17.297297",
          "score": 0.22546284970478628
         },
         {
          "date": "2014-01-07T16:13:24.864865",
          "score": 0.22679010829945345
         },
         {
          "date": "2014-01-12T02:19:32.432432",
          "score": 0.22811668844365354
         },
         {
          "date": "2014-01-16T12:25:40",
          "score": 0.22944258616887245
         },
         {
          "date": "2014-01-20T22:31:47.567568",
          "score": 0.23076779750864065
         },
         {
          "date": "2014-01-25T08:37:55.135135",
          "score": 0.23209231849854367
         },
         {
          "date": "2014-01-29T18:44:02.702703",
          "score": 0.233416145176227
         },
         {
          "date": "2014-02-03T04:50:10.270270",
          "score": 0.23473927358142418
         },
         {
          "date": "2014-02-07T14:56:17.837838",
          "score": 0.2360616997559466
         },
         {
          "date": "2014-02-12T01:02:25.405406",
          "score": 0.23738341974370838
         },
         {
          "date": "2014-02-16T11:08:32.972973",
          "score": 0.2387044295907446
         },
         {
          "date": "2014-02-20T21:14:40.540540",
          "score": 0.2400247253452044
         },
         {
          "date": "2014-02-25T07:20:48.108108",
          "score": 0.24134430305737836
         },
         {
          "date": "2014-03-01T17:26:55.675676",
          "score": 0.24266315877970038
         },
         {
          "date": "2014-03-06T03:33:03.243243",
          "score": 0.24398128856677379
         },
         {
          "date": "2014-03-10T13:39:10.810811",
          "score": 0.24529868847536532
         },
         {
          "date": "2014-03-14T23:45:18.378378",
          "score": 0.24661535456442382
         },
         {
          "date": "2014-03-19T09:51:25.945946",
          "score": 0.24793128289510366
         },
         {
          "date": "2014-03-23T19:57:33.513514",
          "score": 0.24924646953075547
         },
         {
          "date": "2014-03-28T06:03:41.081081",
          "score": 0.2505609105369543
         },
         {
          "date": "2014-04-01T17:09:48.648649",
          "score": 0.2518746019815035
         },
         {
          "date": "2014-04-06T03:15:56.216216",
          "score": 0.2531875399344458
         },
         {
          "date": "2014-04-10T13:22:03.783784",
          "score": 0.25449972046808966
         },
         {
          "date": "2014-04-14T23:28:11.351351",
          "score": 0.2558111396569941
         },
         {
          "date": "2014-04-19T09:34:18.918919",
          "score": 0.2571217935780094
         },
         {
          "date": "2014-04-23T19:40:26.486486",
          "score": 0.2584316783102668
         },
         {
          "date": "2014-04-28T05:46:34.054054",
          "score": 0.2597407899352
         },
         {
          "date": "2014-05-02T15:52:41.621622",
          "score": 0.26104912453655615
         },
         {
          "date": "2014-05-07T01:58:49.189189",
          "score": 0.2623566782004032
         },
         {
          "date": "2014-05-11T12:04:56.756757",
          "score": 0.26366344701515665
         },
         {
          "date": "2014-05-15T22:11:04.324324",
          "score": 0.2649694270715686
         },
         {
          "date": "2014-05-20T08:17:11.891892",
          "score": 0.2662746144627504
         },
         {
          "date": "2014-05-24T18:23:19.459460",
          "score": 0.26757900528419665
         },
         {
          "date": "2014-05-29T04:29:27.027027",
          "score": 0.268882595633773
         },
         {
          "date": "2014-06-02T14:35:34.594594",
          "score": 0.2701853816117437
         },
         {
          "date": "2014-06-07T00:41:42.162162",
          "score": 0.27148735932077606
         },
         {
          "date": "2014-06-11T10:47:49.729730",
          "score": 0.2727885248659646
         },
         {
          "date": "2014-06-15T20:53:57.297297",
          "score": 0.2740888743548256
         },
         {
          "date": "2014-06-20T07:00:04.864865",
          "score": 0.2753884038973142
         },
         {
          "date": "2014-06-24T17:06:12.432432",
          "score": 0.27668710960584975
         },
         {
          "date": "2014-06-29T03:12:20",
          "score": 0.27798498759530477
         },
         {
          "date": "2014-07-03T13:18:27.567568",
          "score": 0.2792820339830339
         },
         {
          "date": "2014-07-07T23:24:35.135135",
          "score": 0.2805782448888764
         },
         {
          "date": "2014-07-12T09:30:42.702703",
          "score": 0.28187361643517117
         },
         {
          "date": "2014-07-16T19:36:50.270270",
          "score": 0.2831681447467731
         },
         {
          "date": "2014-07-21T05:42:57.837838",
          "score": 0.28446182595105474
         },
         {
          "date": "2014-07-25T15:49:05.405406",
          "score": 0.28575465617792006
         },
         {
          "date": "2014-07-30T01:55:12.972973",
          "score": 0.28704663155982896
         },
         {
          "date": "2014-08-03T12:01:20.540540",
          "score": 0.2883377482317886
         },
         {
          "date": "2014-08-07T22:07:28.108108",
          "score": 0.28962800233137975
         },
         {
          "date": "2014-08-12T08:13:35.675676",
          "score": 0.2909173899987587
         },
         {
          "date": "2014-08-16T18:19:43.243243",
          "score": 0.29220590737668356
         },
         {
          "date": "2014-08-21T04:25:50.810811",
          "score": 0.29349355061050797
         },
         {
          "date": "2014-08-25T14:31:58.378378",
          "score": 0.2947803158481984
         },
         {
          "date": "2014-08-30T00:38:05.945946",
          "score": 0.2960661992403588
         },
         {
          "date": "2014-09-03T10:44:13.513514",
          "score": 0.29735119694022044
         },
         {
          "date": "2014-09-07T20:50:21.081081",
          "score": 0.2986353051036695
         },
         {
          "date": "2014-09-12T06:56:28.648649",
          "score": 0.2999185198892511
         },
         {
          "date": "2014-09-16T17:02:36.216216",
          "score": 0.3012008374581799
         },
         {
          "date": "2014-09-21T03:08:43.783784",
          "score": 0.30248225397436634
         },
         {
          "date": "2014-09-25T13:14:51.351351",
          "score": 0.3037627656044012
         },
         {
          "date": "2014-09-29T23:20:58.918919",
          "score": 0.3050423685175955
         },
         {
          "date": "2014-10-04T09:27:06.486486",
          "score": 0.30632105888597083
         },
         {
          "date": "2014-10-08T19:33:14.054054",
          "score": 0.3075988328842799
         },
         {
          "date": "2014-10-13T05:39:21.621622",
          "score": 0.3088756866900176
         },
         {
          "date": "2014-10-17T15:45:29.189189",
          "score": 0.3101516164834273
         },
         {
          "date": "2014-10-22T01:51:36.756757",
          "score": 0.31142661844752906
         },
         {
          "date": "2014-10-26T10:57:44.324324",
          "score": 0.3127006887681061
         },
         {
          "date": "2014-10-30T21:03:51.891892",
          "score": 0.31397382363372905
         },
         {
          "date": "2014-11-04T07:09:59.459460",
          "score": 0.3152460192357788
         },
         {
          "date": "2014-11-08T17:16:07.027027",
          "score": 0.31651727176843386
         },
         {
          "date": "2014-11-13T03:22:14.594594",
          "score": 0.3177875774286985
         },
         {
          "date": "2014-11-17T13:28:22.162162",
          "score": 0.3190569324164052
         },
         {
          "date": "2014-11-21T23:34:29.729730",
          "score": 0.3203253329342426
         },
         {
          "date": "2014-11-26T09:40:37.297297",
          "score": 0.32159277518774243
         },
         {
          "date": "2014-11-30T19:46:44.864865",
          "score": 0.32285925538530336
         },
         {
          "date": "2014-12-05T05:52:52.432432",
          "score": 0.32412476973821386
         },
         {
          "date": "2014-12-09T15:59:00",
          "score": 0.32538931446064
         },
         {
          "date": "2014-12-14T02:05:07.567568",
          "score": 0.32665288576965235
         },
         {
          "date": "2014-12-18T12:11:15.135135",
          "score": 0.32791547988523284
         },
         {
          "date": "2014-12-22T22:17:22.702703",
          "score": 0.32917709303028553
         },
         {
          "date": "2014-12-27T08:23:30.270270",
          "score": 0.33043772143065686
         },
         {
          "date": "2014-12-31T18:29:37.837838",
          "score": 0.3316973613151293
         },
         {
          "date": "2015-01-05T04:35:45.405406",
          "score": 0.3329560089154451
         },
         {
          "date": "2015-01-09T14:41:52.972973",
          "score": 0.3342136604663204
         },
         {
          "date": "2015-01-14T00:48:00.540540",
          "score": 0.3354703122054456
         },
         {
          "date": "2015-01-18T10:54:08.108108",
          "score": 0.3367259603735021
         },
         {
          "date": "2015-01-22T21:00:15.675676",
          "score": 0.33798060121417367
         },
         {
          "date": "2015-01-27T07:06:23.243243",
          "score": 0.33923423097416255
         },
         {
          "date": "2015-01-31T17:12:30.810811",
          "score": 0.3404868459031908
         },
         {
          "date": "2015-02-05T03:18:38.378378",
          "score": 0.3417384422540133
         },
         {
          "date": "2015-02-09T13:24:45.945946",
          "score": 0.3429890162824426
         },
         {
          "date": "2015-02-13T23:30:53.513514",
          "score": 0.34423856424733945
         },
         {
          "date": "2015-02-18T09:37:01.081081",
          "score": 0.34548708241063897
         },
         {
          "date": "2015-02-22T19:43:08.648649",
          "score": 0.3467345670373546
         },
         {
          "date": "2015-02-27T05:49:16.216216",
          "score": 0.3479810143955909
         },
         {
          "date": "2015-03-03T15:55:23.783784",
          "score": 0.3492264207565632
         },
         {
          "date": "2015-03-08T02:01:31.351351",
          "score": 0.3504707823945886
         },
         {
          "date": "2015-03-12T12:07:38.918919",
          "score": 0.3517140955871222
         },
         {
          "date": "2015-03-16T22:13:46.486486",
          "score": 0.35295635661474717
         },
         {
          "date": "2015-03-21T08:19:54.054054",
          "score": 0.3541975617611962
         },
         {
          "date": "2015-03-25T18:26:01.621622",
          "score": 0.355437707313361
         },
         {
          "date": "2015-03-30T05:32:09.189189",
          "score": 0.35667678956129945
         },
         {
          "date": "2015-04-03T15:38:16.756757",
          "score": 0.35791480479826154
         },
         {
          "date": "2015-04-08T01:44:24.324324",
          "score": 0.35915174932067806
         },
         {
          "date": "2015-04-12T11:50:31.891892",
          "score": 0.36038761942818265
         },
         {
          "date": "2015-04-16T21:56:39.459460",
          "score": 0.36162241142363477
         },
         {
          "date": "2015-04-21T08:02:47.027027",
          "score": 0.3628561216131076
         },
         {
          "date": "2015-04-25T18:08:54.594594",
          "score": 0.36408874630591426
         },
         {
          "date": "2015-04-30T04:15:02.162162",
          "score": 0.3653202818146114
         },
         {
          "date": "2015-05-04T14:21:09.729730",
          "score": 0.3665507244550256
         },
         {
          "date": "2015-05-09T00:27:17.297297",
          "score": 0.3677800705462411
         },
         {
          "date": "2015-05-13T10:33:24.864865",
          "score": 0.3690083164106228
         },
         {
          "date": "2015-05-17T20:39:32.432432",
          "score": 0.3702354583738381
         },
         {
          "date": "2015-05-22T06:45:40",
          "score": 0.3714614927648455
         },
         {
          "date": "2015-05-26T16:51:47.567568",
          "score": 0.37268641591592006
         },
         {
          "date": "2015-05-31T02:57:55.135135",
          "score": 0.3739102241626629
         },
         {
          "date": "2015-06-04T13:04:02.702703",
          "score": 0.37513291384400543
         },
         {
          "date": "2015-06-08T23:10:10.270270",
          "score": 0.3763544813022355
         },
         {
          "date": "2015-06-13T09:16:17.837838",
          "score": 0.3775749228829878
         },
         {
          "date": "2015-06-17T19:22:25.405406",
          "score": 0.37879423493526715
         },
         {
          "date": "2015-06-22T05:28:32.972973",
          "score": 0.3800124138114651
         },
         {
          "date": "2015-06-26T15:34:40.540540",
          "score": 0.38122945586735335
         },
         {
          "date": "2015-07-01T01:40:48.108108",
          "score": 0.3824453574621097
         },
         {
          "date": "2015-07-05T11:46:55.675676",
          "score": 0.38366011495831887
         },
         {
          "date": "2015-07-09T21:53:03.243243",
          "score": 0.384873724721997
         },
         {
          "date": "2015-07-14T07:59:10.810811",
          "score": 0.38608618312258663
         },
         {
          "date": "2015-07-18T18:05:18.378378",
          "score": 0.3872974865329734
         },
         {
          "date": "2015-07-23T04:11:25.945946",
          "score": 0.38850763132950544
         },
         {
          "date": "2015-07-27T14:17:33.513514",
          "score": 0.38971661389199147
         },
         {
          "date": "2015-08-01T00:23:41.081081",
          "score": 0.39092443060371684
         },
         {
          "date": "2015-08-05T10:29:48.648649",
          "score": 0.39213107785145745
         },
         {
          "date": "2015-08-09T20:35:56.216216",
          "score": 0.39333655202548234
         },
         {
          "date": "2015-08-14T06:42:03.783784",
          "score": 0.3945408495195799
         },
         {
          "date": "2015-08-18T16:48:11.351351",
          "score": 0.3957439667310465
         },
         {
          "date": "2015-08-23T02:54:18.918919",
          "score": 0.3969459000607207
         },
         {
          "date": "2015-08-27T13:00:26.486486",
          "score": 0.39814664591297527
         },
         {
          "date": "2015-08-31T23:06:34.054054",
          "score": 0.3993462006957372
         },
         {
          "date": "2015-09-05T09:12:41.621622",
          "score": 0.40054456082049555
         },
         {
          "date": "2015-09-09T19:18:49.189189",
          "score": 0.40174172270231306
         },
         {
          "date": "2015-09-14T05:24:56.756757",
          "score": 0.4029376827598438
         },
         {
          "date": "2015-09-18T15:31:04.324324",
          "score": 0.4041324374153289
         },
         {
          "date": "2015-09-23T01:37:11.891892",
          "score": 0.40532598309461454
         },
         {
          "date": "2015-09-27T11:43:19.459460",
          "score": 0.4065183162271748
         },
         {
          "date": "2015-10-01T21:49:27.027027",
          "score": 0.4077094332461003
         },
         {
          "date": "2015-10-06T07:55:34.594594",
          "score": 0.408899330588123
         },
         {
          "date": "2015-10-10T18:01:42.162162",
          "score": 0.4100880046936201
         },
         {
          "date": "2015-10-15T04:07:49.729730",
          "score": 0.4112754520066393
         },
         {
          "date": "2015-10-19T14:13:57.297297",
          "score": 0.412461668974887
         },
         {
          "date": "2015-10-24T00:20:04.864865",
          "score": 0.4136466520497503
         },
         {
          "date": "2015-10-28T09:26:12.432432",
          "score": 0.4148303976863187
         },
         {
          "date": "2015-11-01T19:32:20",
          "score": 0.41601290234337235
         },
         {
          "date": "2015-11-06T05:38:27.567568",
          "score": 0.4171941624834071
         },
         {
          "date": "2015-11-10T15:44:35.135135",
          "score": 0.41837417457264336
         },
         {
          "date": "2015-11-15T01:50:42.702703",
          "score": 0.4195529350810306
         },
         {
          "date": "2015-11-19T11:56:50.270270",
          "score": 0.42073044048227165
         },
         {
          "date": "2015-11-23T22:02:57.837838",
          "score": 0.42190668725381486
         },
         {
          "date": "2015-11-28T08:09:05.405406",
          "score": 0.4230816718768755
         },
         {
          "date": "2015-12-02T18:15:12.972973",
          "score": 0.4242553908364516
         },
         {
          "date": "2015-12-07T04:21:20.540540",
          "score": 0.4254278406213187
         },
         {
          "date": "2015-12-11T14:27:28.108108",
          "score": 0.4265990177240538
         },
         {
          "date": "2015-12-16T00:33:35.675676",
          "score": 0.42776891864103644
         },
         {
          "date": "2015-12-20T10:39:43.243243",
          "score": 0.42893753987247274
         },
         {
          "date": "2015-12-24T20:45:50.810811",
          "score": 0.43010487792239005
         },
         {
          "date": "2015-12-29T06:51:58.378378",
          "score": 0.4312709292986526
         },
         {
          "date": "2016-01-02T16:58:05.945946",
          "score": 0.4324356905129833
         },
         {
          "date": "2016-01-07T03:04:13.513514",
          "score": 0.4335991580809548
         },
         {
          "date": "2016-01-11T13:10:21.081081",
          "score": 0.43476132852201477
         },
         {
          "date": "2016-01-15T23:16:28.648649",
          "score": 0.43592219835948964
         },
         {
          "date": "2016-01-20T09:22:36.216216",
          "score": 0.4370817641205933
         },
         {
          "date": "2016-01-24T19:28:43.783784",
          "score": 0.438240022336452
         },
         {
          "date": "2016-01-29T05:34:51.351351",
          "score": 0.4393969695420896
         },
         {
          "date": "2016-02-02T15:40:58.918919",
          "score": 0.4405526022764633
         },
         {
          "date": "2016-02-07T01:47:06.486486",
          "score": 0.4417069170824556
         },
         {
          "date": "2016-02-11T11:53:14.054054",
          "score": 0.4428599105068942
         },
         {
          "date": "2016-02-15T21:59:21.621622",
          "score": 0.44401157910055883
         },
         {
          "date": "2016-02-20T08:05:29.189189",
          "score": 0.44516191941819006
         },
         {
          "date": "2016-02-24T18:11:36.756757",
          "score": 0.44631092801851097
         },
         {
          "date": "2016-02-29T04:17:44.324324",
          "score": 0.4474586014642187
         },
         {
          "date": "2016-03-04T14:23:51.891892",
          "score": 0.4486049363220067
         },
         {
          "date": "2016-03-09T00:29:59.459460",
          "score": 0.44974992916257983
         },
         {
          "date": "2016-03-13T10:36:07.027027",
          "score": 0.4508935765606494
         },
         {
          "date": "2016-03-17T20:42:14.594594",
          "score": 0.45203587509495397
         },
         {
          "date": "2016-03-22T06:48:22.162162",
          "score": 0.453176821348266
         },
         {
          "date": "2016-03-26T16:54:29.729730",
          "score": 0.4543164119074107
         },
         {
          "date": "2016-03-31T04:00:37.297297",
          "score": 0.45545464336326036
         },
         {
          "date": "2016-04-04T14:06:44.864865",
          "score": 0.4565915123107525
         },
         {
          "date": "2016-04-09T00:12:52.432432",
          "score": 0.45772701534891147
         },
         {
          "date": "2016-04-13T10:19:00",
          "score": 0.45886114908083697
         },
         {
          "date": "2016-04-17T20:25:07.567568",
          "score": 0.4599939101137281
         },
         {
          "date": "2016-04-22T06:31:15.135135",
          "score": 0.4611252950588921
         },
         {
          "date": "2016-04-26T16:37:22.702703",
          "score": 0.46225530053174824
         },
         {
          "date": "2016-05-01T02:43:30.270270",
          "score": 0.4633839231518516
         },
         {
          "date": "2016-05-05T12:49:37.837838",
          "score": 0.46451115954288524
         },
         {
          "date": "2016-05-09T22:55:45.405406",
          "score": 0.46563700633268057
         },
         {
          "date": "2016-05-14T09:01:52.972973",
          "score": 0.466761460153233
         },
         {
          "date": "2016-05-18T19:08:00.540540",
          "score": 0.4678845176406967
         },
         {
          "date": "2016-05-23T05:14:08.108108",
          "score": 0.46900617543540735
         },
         {
          "date": "2016-05-27T15:20:15.675676",
          "score": 0.4701264301818832
         },
         {
          "date": "2016-06-01T01:26:23.243243",
          "score": 0.4712452785288487
         },
         {
          "date": "2016-06-05T11:32:30.810811",
          "score": 0.47236271712922834
         },
         {
          "date": "2016-06-09T21:38:38.378378",
          "score": 0.47347874264016243
         },
         {
          "date": "2016-06-14T07:44:45.945946",
          "score": 0.47459335172302775
         },
         {
          "date": "2016-06-18T17:50:53.513514",
          "score": 0.4757065410434291
         },
         {
          "date": "2016-06-23T03:57:01.081081",
          "score": 0.4768183072712231
         },
         {
          "date": "2016-06-27T14:03:08.648649",
          "score": 0.47792864708052224
         },
         {
          "date": "2016-07-02T00:09:16.216216",
          "score": 0.4790375571497028
         },
         {
          "date": "2016-07-06T10:15:23.783784",
          "score": 0.4801450341614289
         },
         {
          "date": "2016-07-10T20:21:31.351351",
          "score": 0.4812510748026382
         },
         {
          "date": "2016-07-15T06:27:38.918919",
          "score": 0.48235567576457705
         },
         {
          "date": "2016-07-19T16:33:46.486486",
          "score": 0.4834588337427915
         },
         {
          "date": "2016-07-24T02:39:54.054054",
          "score": 0.484560545437146
         },
         {
          "date": "2016-07-28T12:46:01.621622",
          "score": 0.48566080755183155
         },
         {
          "date": "2016-08-01T22:52:09.189189",
          "score": 0.48675961679537244
         },
         {
          "date": "2016-08-06T08:58:16.756757",
          "score": 0.4878569698806497
         },
         {
          "date": "2016-08-10T19:04:24.324324",
          "score": 0.4889528635248902
         },
         {
          "date": "2016-08-15T05:10:31.891892",
          "score": 0.490047294449687
         },
         {
          "date": "2016-08-19T15:16:39.459460",
          "score": 0.49114025938101735
         },
         {
          "date": "2016-08-24T01:22:47.027027",
          "score": 0.4922317550492371
         },
         {
          "date": "2016-08-28T11:28:54.594594",
          "score": 0.49332177818909845
         },
         {
          "date": "2016-09-01T21:35:02.162162",
          "score": 0.49441032553975656
         },
         {
          "date": "2016-09-06T07:41:09.729730",
          "score": 0.49549739384479
         },
         {
          "date": "2016-09-10T17:47:17.297297",
          "score": 0.4965829798521928
         },
         {
          "date": "2016-09-15T03:53:24.864865",
          "score": 0.4976670803143952
         },
         {
          "date": "2016-09-19T13:59:32.432432",
          "score": 0.4987496919882782
         },
         {
          "date": "2016-09-24T00:05:40",
          "score": 0.49983081163516835
         },
         {
          "date": "2016-09-28T10:11:47.567568",
          "score": 0.5009104360208585
         },
         {
          "date": "2016-10-02T20:17:55.135135",
          "score": 0.5019885619156158
         },
         {
          "date": "2016-10-07T06:24:02.702703",
          "score": 0.5030651860941862
         },
         {
          "date": "2016-10-11T16:30:10.270270",
          "score": 0.5041403053358161
         },
         {
          "date": "2016-10-16T02:36:17.837838",
          "score": 0.5052139164242464
         },
         {
          "date": "2016-10-20T12:42:25.405406",
          "score": 0.5062860161477303
         },
         {
          "date": "2016-10-24T22:48:32.972973",
          "score": 0.5073566012990492
         },
         {
          "date": "2016-10-29T08:54:40.540540",
          "score": 0.5084256686755076
         },
         {
          "date": "2016-11-02T18:00:48.108108",
          "score": 0.509493215078954
         },
         {
          "date": "2016-11-07T04:06:55.675676",
          "score": 0.5105592373157831
         },
         {
          "date": "2016-11-11T14:13:03.243243",
          "score": 0.511623732196958
         },
         {
          "date": "2016-11-16T00:19:10.810811",
          "score": 0.5126866965380029
         },
         {
          "date": "2016-11-20T10:25:18.378378",
          "score": 0.51374812715902
         },
         {
          "date": "2016-11-24T20:31:25.945946",
          "score": 0.5148080208847086
         },
         {
          "date": "2016-11-29T06:37:33.513514",
          "score": 0.5158663745443567
         },
         {
          "date": "2016-12-03T16:43:41.081081",
          "score": 0.5169231849718631
         },
         {
          "date": "2016-12-08T02:49:48.648649",
          "score": 0.5179784490057424
         },
         {
          "date": "2016-12-12T12:55:56.216216",
          "score": 0.5190321634891335
         },
         {
          "date": "2016-12-16T23:02:03.783784",
          "score": 0.5200843252698177
         },
         {
          "date": "2016-12-21T09:08:11.351351",
          "score": 0.5211349312002118
         },
         {
          "date": "2016-12-25T19:14:18.918919",
          "score": 0.5221839781373968
         },
         {
          "date": "2016-12-30T05:20:26.486486",
          "score": 0.5232314629431096
         },
         {
          "date": "2017-01-03T15:26:34.054054",
          "score": 0.5242773824837633
         },
         {
          "date": "2017-01-08T01:32:41.621622",
          "score": 0.5253217336304535
         },
         {
          "date": "2017-01-12T11:38:49.189189",
          "score": 0.5263645132589647
         },
         {
          "date": "2017-01-16T21:44:56.756757",
          "score": 0.5274057182497907
         },
         {
          "date": "2017-01-21T07:51:04.324324",
          "score": 0.528445345488128
         },
         {
          "date": "2017-01-25T17:57:11.891892",
          "score": 0.5294833918638933
         },
         {
          "date": "2017-01-30T04:03:19.459460",
          "score": 0.5305198542717401
         },
         {
          "date": "2017-02-03T14:09:27.027027",
          "score": 0.5315547296110522
         },
         {
          "date": "2017-02-08T00:15:34.594594",
          "score": 0.5325880147859645
         },
         {
          "date": "2017-02-12T10:21:42.162162",
          "score": 0.533619706705366
         },
         {
          "date": "2017-02-16T20:27:49.729730",
          "score": 0.5346498022829196
         },
         {
          "date": "2017-02-21T06:33:57.297297",
          "score": 0.535678298437056
         },
         {
          "date": "2017-02-25T16:40:04.864865",
          "score": 0.5367051920909909
         },
         {
          "date": "2017-03-02T02:46:12.432432",
          "score": 0.5377304801727414
         },
         {
          "date": "2017-03-06T12:52:20",
          "score": 0.5387541596151203
         },
         {
          "date": "2017-03-10T22:58:27.567568",
          "score": 0.5397762273557547
         },
         {
          "date": "2017-03-15T09:04:35.135135",
          "score": 0.5407966803370937
         },
         {
          "date": "2017-03-19T19:10:42.702703",
          "score": 0.5418155155064145
         },
         {
          "date": "2017-03-24T05:16:50.270270",
          "score": 0.5428327298158412
         },
         {
          "date": "2017-03-28T16:22:57.837838",
          "score": 0.5438483202223393
         },
         {
          "date": "2017-04-02T02:29:05.405406",
          "score": 0.5448622836877324
         },
         {
          "date": "2017-04-06T12:35:12.972973",
          "score": 0.5458746171787191
         },
         {
          "date": "2017-04-10T22:41:20.540540",
          "score": 0.5468853176668658
         },
         {
          "date": "2017-04-15T08:47:28.108108",
          "score": 0.5478943821286268
         },
         {
          "date": "2017-04-19T18:53:35.675676",
          "score": 0.5489018075453487
         },
         {
          "date": "2017-04-24T04:59:43.243243",
          "score": 0.5499075909032882
         },
         {
          "date": "2017-04-28T15:05:50.810811",
          "score": 0.550911729193607
         },
         {
          "date": "2017-05-03T01:11:58.378378",
          "score": 0.5519142194123883
         },
         {
          "date": "2017-05-07T11:18:05.945946",
          "score": 0.5529150585606524
         },
         {
          "date": "2017-05-11T21:24:13.513514",
          "score": 0.5539142436443524
         },
         {
          "date": "2017-05-16T07:30:21.081081",
          "score": 0.5549117716743909
         },
         {
          "date": "2017-05-20T17:36:28.648649",
          "score": 0.5559076396666287
         },
         {
          "date": "2017-05-25T03:42:36.216216",
          "score": 0.5569018446418895
         },
         {
          "date": "2017-05-29T13:48:43.783784",
          "score": 0.5578943836259797
         },
         {
          "date": "2017-06-02T23:54:51.351351",
          "score": 0.5588852536496792
         },
         {
          "date": "2017-06-07T10:00:58.918919",
          "score": 0.5598744517487715
         },
         {
          "date": "2017-06-11T20:07:06.486486",
          "score": 0.5608619749640332
         },
         {
          "date": "2017-06-16T06:13:14.054054",
          "score": 0.5618478203412548
         },
         {
          "date": "2017-06-20T16:19:21.621622",
          "score": 0.5628319849312454
         },
         {
          "date": "2017-06-25T02:25:29.189189",
          "score": 0.5638144657898401
         },
         {
          "date": "2017-06-29T12:31:36.756757",
          "score": 0.5647952599779184
         },
         {
          "date": "2017-07-03T22:37:44.324324",
          "score": 0.5657743645613978
         },
         {
          "date": "2017-07-08T08:43:51.891892",
          "score": 0.5667517766112508
         },
         {
          "date": "2017-07-12T18:49:59.459460",
          "score": 0.5677274932035202
         },
         {
          "date": "2017-07-17T04:56:07.027027",
          "score": 0.5687015114193135
         },
         {
          "date": "2017-07-21T15:02:14.594594",
          "score": 0.5696738283448213
         },
         {
          "date": "2017-07-26T01:08:22.162162",
          "score": 0.5706444410713216
         },
         {
          "date": "2017-07-30T11:14:29.729730",
          "score": 0.5716133466951976
         },
         {
          "date": "2017-08-03T21:20:37.297297",
          "score": 0.572580542317932
         },
         {
          "date": "2017-08-08T07:26:44.864865",
          "score": 0.5735460250461232
         },
         {
          "date": "2017-08-12T17:32:52.432432",
          "score": 0.574509791991501
         },
         {
          "date": "2017-08-17T03:39:00",
          "score": 0.5754718402709209
         },
         {
          "date": "2017-08-21T13:45:07.567568",
          "score": 0.5764321670063819
         },
         {
          "date": "2017-08-25T23:51:15.135135",
          "score": 0.5773907693250333
         },
         {
          "date": "2017-08-30T09:57:22.702703",
          "score": 0.578347644359181
         },
         {
          "date": "2017-09-03T20:03:30.270270",
          "score": 0.5793027892463044
         },
         {
          "date": "2017-09-08T06:09:37.837838",
          "score": 0.5802562011290523
         },
         {
          "date": "2017-09-12T16:15:45.405406",
          "score": 0.5812078771552578
         },
         {
          "date": "2017-09-17T02:21:52.972973",
          "score": 0.5821578144779536
         },
         {
          "date": "2017-09-21T12:28:00.540540",
          "score": 0.583106010255367
         },
         {
          "date": "2017-09-25T22:34:08.108108",
          "score": 0.5840524616509375
         },
         {
          "date": "2017-09-30T08:40:15.675676",
          "score": 0.5849971658333204
         },
         {
          "date": "2017-10-04T18:46:23.243243",
          "score": 0.5859401199764053
         },
         {
          "date": "2017-10-09T04:52:30.810811",
          "score": 0.5868813212593097
         },
         {
          "date": "2017-10-13T14:58:38.378378",
          "score": 0.5878207668663952
         },
         {
          "date": "2017-10-18T01:04:45.945946",
          "score": 0.5887584539872822
         },
         {
          "date": "2017-10-22T11:10:53.513514",
          "score": 0.5896943798168449
         },
         {
          "date": "2017-10-26T21:17:01.081081",
          "score": 0.5906285415552286
         },
         {
          "date": "2017-10-31T06:23:08.648649",
          "score": 0.5915609364078562
         },
         {
          "date": "2017-11-04T16:29:16.216216",
          "score": 0.592491561585434
         },
         {
          "date": "2017-11-09T02:35:23.783784",
          "score": 0.5934204143039689
         },
         {
          "date": "2017-11-13T12:41:31.351351",
          "score": 0.5943474917847613
         },
         {
          "date": "2017-11-17T22:47:38.918919",
          "score": 0.5952727912544314
         },
         {
          "date": "2017-11-22T08:53:46.486486",
          "score": 0.5961963099449114
         },
         {
          "date": "2017-11-26T18:59:54.054054",
          "score": 0.5971180450934631
         },
         {
          "date": "2017-12-01T05:06:01.621622",
          "score": 0.5980379939426839
         },
         {
          "date": "2017-12-05T15:12:09.189189",
          "score": 0.5989561537405126
         },
         {
          "date": "2017-12-10T01:18:16.756757",
          "score": 0.5998725217402472
         },
         {
          "date": "2017-12-14T11:24:24.324324",
          "score": 0.6007870952005382
         },
         {
          "date": "2017-12-18T21:30:31.891892",
          "score": 0.6016998713854057
         },
         {
          "date": "2017-12-23T07:36:39.459460",
          "score": 0.6026108475642522
         },
         {
          "date": "2017-12-27T17:42:47.027027",
          "score": 0.603520021011859
         },
         {
          "date": "2018-01-01T03:48:54.594594",
          "score": 0.6044273890084019
         },
         {
          "date": "2018-01-05T13:55:02.162162",
          "score": 0.605332948839456
         },
         {
          "date": "2018-01-10T00:01:09.729730",
          "score": 0.606236697796012
         },
         {
          "date": "2018-01-14T10:07:17.297297",
          "score": 0.6071386331744716
         },
         {
          "date": "2018-01-18T20:13:24.864865",
          "score": 0.6080387522766613
         },
         {
          "date": "2018-01-23T06:19:32.432432",
          "score": 0.6089370524098483
         },
         {
          "date": "2018-01-27T16:25:40",
          "score": 0.6098335308867343
         },
         {
          "date": "2018-02-01T02:31:47.567568",
          "score": 0.610728185025473
         },
         {
          "date": "2018-02-05T12:37:55.135135",
          "score": 0.6116210121496752
         },
         {
          "date": "2018-02-09T22:44:02.702703",
          "score": 0.6125120095884158
         },
         {
          "date": "2018-02-14T08:50:10.270270",
          "score": 0.6134011746762491
         },
         {
          "date": "2018-02-18T18:56:17.837838",
          "score": 0.614288504753205
         },
         {
          "date": "2018-02-23T05:02:25.405406",
          "score": 0.6151739971648024
         },
         {
          "date": "2018-02-27T15:08:32.972973",
          "score": 0.6160576492620647
         },
         {
          "date": "2018-03-04T01:14:40.540540",
          "score": 0.6169394584015137
         },
         {
          "date": "2018-03-08T11:20:48.108108",
          "score": 0.6178194219451868
         },
         {
          "date": "2018-03-12T21:26:55.675676",
          "score": 0.6186975372606401
         },
         {
          "date": "2018-03-17T07:33:03.243243",
          "score": 0.619573801720966
         },
         {
          "date": "2018-03-21T17:39:10.810811",
          "score": 0.6204482127047868
         },
         {
          "date": "2018-03-26T04:45:18.378378",
          "score": 0.6213207675962691
         },
         {
          "date": "2018-03-30T14:51:25.945946",
          "score": 0.6221914637851395
         },
         {
          "date": "2018-04-04T00:57:33.513514",
          "score": 0.6230602986666777
         },
         {
          "date": "2018-04-08T11:03:41.081081",
          "score": 0.6239272696417342
         },
         {
          "date": "2018-04-12T21:09:48.648649",
          "score": 0.6247923741167353
         },
         {
          "date": "2018-04-17T07:15:56.216216",
          "score": 0.6256556095036885
         },
         {
          "date": "2018-04-21T17:22:03.783784",
          "score": 0.6265169732202001
         },
         {
          "date": "2018-04-26T03:28:11.351351",
          "score": 0.6273764626894658
         },
         {
          "date": "2018-04-30T13:34:18.918919",
          "score": 0.6282340753402977
         },
         {
          "date": "2018-05-04T23:40:26.486486",
          "score": 0.6290898086071156
         },
         {
          "date": "2018-05-09T09:46:34.054054",
          "score": 0.6299436599299637
         },
         {
          "date": "2018-05-13T19:52:41.621622",
          "score": 0.6307956267545163
         },
         {
          "date": "2018-05-18T05:58:49.189189",
          "score": 0.6316457065320829
         },
         {
          "date": "2018-05-22T16:04:56.756757",
          "score": 0.6324938967196245
         },
         {
          "date": "2018-05-27T02:11:04.324324",
          "score": 0.633340194779749
         },
         {
          "date": "2018-05-31T12:17:11.891892",
          "score": 0.6341845981807238
         },
         {
          "date": "2018-06-04T22:23:19.459460",
          "score": 0.6350271043964915
         },
         {
          "date": "2018-06-09T08:29:27.027027",
          "score": 0.6358677109066633
         },
         {
          "date": "2018-06-13T18:35:34.594594",
          "score": 0.6367064151965356
         },
         {
          "date": "2018-06-18T04:41:42.162162",
          "score": 0.6375432147570933
         },
         {
          "date": "2018-06-22T14:47:49.729730",
          "score": 0.6383781070850261
         },
         {
          "date": "2018-06-27T00:53:57.297297",
          "score": 0.639211089682722
         },
         {
          "date": "2018-07-01T11:00:04.864865",
          "score": 0.6400421600582831
         },
         {
          "date": "2018-07-05T21:06:12.432432",
          "score": 0.6408713157255373
         },
         {
          "date": "2018-07-10T07:12:20",
          "score": 0.641698554204035
         },
         {
          "date": "2018-07-14T17:18:27.567568",
          "score": 0.6425238730190633
         },
         {
          "date": "2018-07-19T03:24:35.135135",
          "score": 0.6433472697016525
         },
         {
          "date": "2018-07-23T13:30:42.702703",
          "score": 0.6441687417885809
         },
         {
          "date": "2018-07-27T23:36:50.270270",
          "score": 0.6449882868223901
         },
         {
          "date": "2018-08-01T09:42:57.837838",
          "score": 0.6458059023513809
         },
         {
          "date": "2018-08-05T19:49:05.405406",
          "score": 0.6466215859296262
         },
         {
          "date": "2018-08-10T05:55:12.972973",
          "score": 0.6474353351169839
         },
         {
          "date": "2018-08-14T16:01:20.540540",
          "score": 0.6482471474790936
         },
         {
          "date": "2018-08-19T02:07:28.108108",
          "score": 0.6490570205873901
         },
         {
          "date": "2018-08-23T12:13:35.675676",
          "score": 0.6498649520191081
         },
         {
          "date": "2018-08-27T22:19:43.243243",
          "score": 0.6506709393572967
         },
         {
          "date": "2018-09-01T08:25:50.810811",
          "score": 0.6514749801908146
         },
         {
          "date": "2018-09-05T18:31:58.378378",
          "score": 0.6522770721143443
         },
         {
          "date": "2018-09-10T04:38:05.945946",
          "score": 0.6530772127284035
         },
         {
          "date": "2018-09-14T14:44:13.513514",
          "score": 0.653875399639342
         },
         {
          "date": "2018-09-19T00:50:21.081081",
          "score": 0.6546716304593561
         },
         {
          "date": "2018-09-23T10:56:28.648649",
          "score": 0.6554659028064935
         },
         {
          "date": "2018-09-27T21:02:36.216216",
          "score": 0.6562582143046589
         },
         {
          "date": "2018-10-02T07:08:43.783784",
          "score": 0.6570485625836293
         },
         {
          "date": "2018-10-06T17:14:51.351351",
          "score": 0.6578369452790463
         },
         {
          "date": "2018-10-11T03:20:58.918919",
          "score": 0.6586233600324396
         },
         {
          "date": "2018-10-15T13:27:06.486486",
          "score": 0.6594078044912202
         },
         {
          "date": "2018-10-19T23:33:14.054054",
          "score": 0.6601902763086955
         },
         {
          "date": "2018-10-24T09:39:21.621622",
          "score": 0.6609707731440739
         },
         {
          "date": "2018-10-28T18:45:29.189189",
          "score": 0.6617492926624698
         },
         {
          "date": "2018-11-02T04:51:36.756757",
          "score": 0.6625258325349195
         },
         {
          "date": "2018-11-06T14:57:44.324324",
          "score": 0.6633003904383746
         },
         {
          "date": "2018-11-11T01:03:51.891892",
          "score": 0.6640729640557167
         },
         {
          "date": "2018-11-15T11:09:59.459460",
          "score": 0.6648435510757688
         },
         {
          "date": "2018-11-19T21:16:07.027027",
          "score": 0.665612149193291
         },
         {
          "date": "2018-11-24T07:22:14.594594",
          "score": 0.6663787561089956
         },
         {
          "date": "2018-11-28T17:28:22.162162",
          "score": 0.6671433695295496
         },
         {
          "date": "2018-12-03T03:34:29.729730",
          "score": 0.667905987167589
         },
         {
          "date": "2018-12-07T13:40:37.297297",
          "score": 0.668666606741715
         },
         {
          "date": "2018-12-11T23:46:44.864865",
          "score": 0.6694252259765058
         },
         {
          "date": "2018-12-16T09:52:52.432432",
          "score": 0.6701818426025294
         },
         {
          "date": "2018-12-20T19:59:00",
          "score": 0.6709364543563392
         },
         {
          "date": "2018-12-25T06:05:07.567568",
          "score": 0.6716890589804878
         },
         {
          "date": "2018-12-29T16:11:15.135135",
          "score": 0.6724396542235325
         },
         {
          "date": "2019-01-03T02:17:22.702703",
          "score": 0.6734240930896958
         },
         {
          "date": "2019-01-07T12:23:30.270270",
          "score": 0.675121938984744
         },
         {
          "date": "2019-01-11T22:29:37.837838",
          "score": 0.6768177419234531
         },
         {
          "date": "2019-01-16T08:35:45.405406",
          "score": 0.6785114781579256
         },
         {
          "date": "2019-01-20T18:41:52.972973",
          "score": 0.6802031239474096
         },
         {
          "date": "2019-01-25T04:48:00.540540",
          "score": 0.6818926555587662
         },
         {
          "date": "2019-01-29T14:54:08.108108",
          "score": 0.6835800492669799
         },
         {
          "date": "2019-02-03T01:00:15.675676",
          "score": 0.6852652813556436
         },
         {
          "date": "2019-02-07T11:06:23.243243",
          "score": 0.6869483281174692
         },
         {
          "date": "2019-02-11T21:12:30.810811",
          "score": 0.6886291658547541
         },
         {
          "date": "2019-02-16T07:18:38.378378",
          "score": 0.6903077708798894
         },
         {
          "date": "2019-02-20T17:24:45.945946",
          "score": 0.6919841195158631
         },
         {
          "date": "2019-02-25T03:30:53.513514",
          "score": 0.693658188096729
         },
         {
          "date": "2019-03-01T13:37:01.081081",
          "score": 0.6953299529681162
         },
         {
          "date": "2019-03-05T23:43:08.648649",
          "score": 0.6969993904877166
         },
         {
          "date": "2019-03-10T09:49:16.216216",
          "score": 0.6986664770257746
         },
         {
          "date": "2019-03-14T19:55:23.783784",
          "score": 0.7003311889655953
         },
         {
          "date": "2019-03-19T06:01:31.351351",
          "score": 0.7019935027040073
         },
         {
          "date": "2019-03-23T16:07:38.918919",
          "score": 0.7036533946518881
         },
         {
          "date": "2019-03-28T02:13:46.486486",
          "score": 0.705310841234627
         },
         {
          "date": "2019-04-01T13:19:54.054054",
          "score": 0.7069658188926324
         },
         {
          "date": "2019-04-05T23:26:01.621622",
          "score": 0.7086183040818204
         },
         {
          "date": "2019-04-10T09:32:09.189189",
          "score": 0.7102682732741001
         },
         {
          "date": "2019-04-14T19:38:16.756757",
          "score": 0.7119157029578828
         },
         {
          "date": "2019-04-19T05:44:24.324324",
          "score": 0.7135605696385454
         },
         {
          "date": "2019-04-23T15:50:31.891892",
          "score": 0.715202849838935
         },
         {
          "date": "2019-04-28T01:56:39.459460",
          "score": 0.7168425200998716
         },
         {
          "date": "2019-05-02T12:02:47.027027",
          "score": 0.7184795569806113
         },
         {
          "date": "2019-05-06T22:08:54.594594",
          "score": 0.7201139370593536
         },
         {
          "date": "2019-05-11T08:15:02.162162",
          "score": 0.7217456369337216
         },
         {
          "date": "2019-05-15T18:21:09.729730",
          "score": 0.7233746332212683
         },
         {
          "date": "2019-05-20T04:27:17.297297",
          "score": 0.7250009025599391
         },
         {
          "date": "2019-05-24T14:33:24.864865",
          "score": 0.7266244216085738
         },
         {
          "date": "2019-05-29T00:39:32.432432",
          "score": 0.7282451670474053
         },
         {
          "date": "2019-06-02T10:45:40",
          "score": 0.7298631155785233
         },
         {
          "date": "2019-06-06T20:51:47.567568",
          "score": 0.7314782439263775
         },
         {
          "date": "2019-06-11T06:57:55.135135",
          "score": 0.7330905288382601
         },
         {
          "date": "2019-06-15T17:04:02.702703",
          "score": 0.7346999470847886
         },
         {
          "date": "2019-06-20T03:10:10.270270",
          "score": 0.7363064754604073
         },
         {
          "date": "2019-06-24T13:16:17.837838",
          "score": 0.7379100907838447
         },
         {
          "date": "2019-06-28T23:22:25.405406",
          "score": 0.739510769898631
         },
         {
          "date": "2019-07-03T09:28:32.972973",
          "score": 0.7411084896735538
         },
         {
          "date": "2019-07-07T19:34:40.540540",
          "score": 0.7427032270031597
         },
         {
          "date": "2019-07-12T05:40:48.108108",
          "score": 0.7442949588082328
         },
         {
          "date": "2019-07-16T15:46:55.675676",
          "score": 0.7458836620362745
         },
         {
          "date": "2019-07-21T01:53:03.243243",
          "score": 0.7474693136620021
         },
         {
          "date": "2019-07-25T11:59:10.810811",
          "score": 0.749051890687807
         },
         {
          "date": "2019-07-29T22:05:18.378378",
          "score": 0.7506313701442485
         },
         {
          "date": "2019-08-03T08:11:25.945946",
          "score": 0.7522077290905476
         },
         {
          "date": "2019-08-07T18:17:33.513514",
          "score": 0.7537809446150429
         },
         {
          "date": "2019-08-12T04:23:41.081081",
          "score": 0.7553509938356872
         },
         {
          "date": "2019-08-16T14:29:48.648649",
          "score": 0.7569178539005227
         },
         {
          "date": "2019-08-21T00:35:56.216216",
          "score": 0.7584815019881574
         },
         {
          "date": "2019-08-25T10:42:03.783784",
          "score": 0.760041915308258
         },
         {
          "date": "2019-08-29T20:48:11.351351",
          "score": 0.7615990711020011
         },
         {
          "date": "2019-09-03T06:54:18.918919",
          "score": 0.7631529466425813
         },
         {
          "date": "2019-09-07T17:00:26.486486",
          "score": 0.7647035192356613
         },
         {
          "date": "2019-09-12T03:06:34.054054",
          "score": 0.7662507662198632
         },
         {
          "date": "2019-09-16T13:12:41.621622",
          "score": 0.7677946649672402
         },
         {
          "date": "2019-09-20T23:18:49.189189",
          "score": 0.7693351928837482
         },
         {
          "date": "2019-09-25T09:24:56.756757",
          "score": 0.7708723274097342
         },
         {
          "date": "2019-09-29T19:31:04.324324",
          "score": 0.7724060460203885
         },
         {
          "date": "2019-10-04T05:37:11.891892",
          "score": 0.7739363262262275
         },
         {
          "date": "2019-10-08T15:43:19.459460",
          "score": 0.7754631455735783
         },
         {
          "date": "2019-10-13T01:49:27.027027",
          "score": 0.7769864816450279
         },
         {
          "date": "2019-10-17T11:55:34.594594",
          "score": 0.7785063120599081
         },
         {
          "date": "2019-10-21T22:01:42.162162",
          "score": 0.7800226144747624
         },
         {
          "date": "2019-10-26T08:07:49.729730",
          "score": 0.7815353665838127
         },
         {
          "date": "2019-10-30T17:13:57.297297",
          "score": 0.7830445461194411
         },
         {
          "date": "2019-11-04T03:20:04.864865",
          "score": 0.784550130852633
         },
         {
          "date": "2019-11-08T13:26:12.432432",
          "score": 0.7860520985934747
         },
         {
          "date": "2019-11-12T23:32:20",
          "score": 0.7875504271915921
         },
         {
          "date": "2019-11-17T09:38:27.567568",
          "score": 0.7890450945366332
         },
         {
          "date": "2019-11-21T19:44:35.135135",
          "score": 0.7905360785587272
         },
         {
          "date": "2019-11-26T05:50:42.702703",
          "score": 0.792023357228948
         },
         {
          "date": "2019-11-30T15:56:50.270270",
          "score": 0.7935069085597887
         },
         {
          "date": "2019-12-05T02:02:57.837838",
          "score": 0.7949867106056012
         },
         {
          "date": "2019-12-09T12:09:05.405406",
          "score": 0.7964627414630867
         },
         {
          "date": "2019-12-13T22:15:12.972973",
          "score": 0.7979349792717294
         },
         {
          "date": "2019-12-18T08:21:20.540540",
          "score": 0.799403402214273
         },
         {
          "date": "2019-12-22T18:27:28.108108",
          "score": 0.8008679885171757
         },
         {
          "date": "2019-12-27T04:33:35.675676",
          "score": 0.8023287164510648
         },
         {
          "date": "2019-12-31T14:39:43.243243",
          "score": 0.8037855643312088
         },
         {
          "date": "2020-01-05T00:45:50.810811",
          "score": 0.8052385105179514
         },
         {
          "date": "2020-01-09T10:51:58.378378",
          "score": 0.8066875334171801
         },
         {
          "date": "2020-01-13T20:58:05.945946",
          "score": 0.8081326114807897
         },
         {
          "date": "2020-01-18T07:04:13.513514",
          "score": 0.8095737232071154
         },
         {
          "date": "2020-01-22T17:10:21.081081",
          "score": 0.8110108471414006
         },
         {
          "date": "2020-01-27T03:16:28.648649",
          "score": 0.8124439618762449
         },
         {
          "date": "2020-01-31T13:22:36.216216",
          "score": 0.8138730460520512
         },
         {
          "date": "2020-02-04T23:28:43.783784",
          "score": 0.8152980783574908
         },
         {
          "date": "2020-02-09T09:34:51.351351",
          "score": 0.8167190375299274
         },
         {
          "date": "2020-02-13T19:40:58.918919",
          "score": 0.8181359023558938
         },
         {
          "date": "2020-02-18T05:47:06.486486",
          "score": 0.819548651671514
         },
         {
          "date": "2020-02-22T15:53:14.054054",
          "score": 0.8209572643629637
         },
         {
          "date": "2020-02-27T01:59:21.621622",
          "score": 0.8223617193669124
         },
         {
          "date": "2020-03-02T12:05:29.189189",
          "score": 0.8237619956709634
         },
         {
          "date": "2020-03-06T22:11:36.756757",
          "score": 0.8251580723141113
         },
         {
          "date": "2020-03-11T08:17:44.324324",
          "score": 0.8265499283871639
         },
         {
          "date": "2020-03-15T18:23:51.891892",
          "score": 0.8279375430331923
         },
         {
          "date": "2020-03-20T04:29:59.459460",
          "score": 0.8293208954479825
         },
         {
          "date": "2020-03-24T14:36:07.027027",
          "score": 0.8306999648804531
         },
         {
          "date": "2020-03-29T00:42:14.594594",
          "score": 0.8320747306331071
         },
         {
          "date": "2020-04-02T11:48:22.162162",
          "score": 0.8334451720624662
         },
         {
          "date": "2020-04-06T21:54:29.729730",
          "score": 0.8348112685795012
         },
         {
          "date": "2020-04-11T08:00:37.297297",
          "score": 0.8361729996500816
         },
         {
          "date": "2020-04-15T18:06:44.864865",
          "score": 0.8375303447953861
         },
         {
          "date": "2020-04-20T04:12:52.432432",
          "score": 0.8388832835923594
         },
         {
          "date": "2020-04-24T14:19:00",
          "score": 0.8402317956741232
         },
         {
          "date": "2020-04-29T00:25:07.567568",
          "score": 0.8415758607304171
         },
         {
          "date": "2020-05-03T10:31:15.135135",
          "score": 0.8429154585080257
         },
         {
          "date": "2020-05-07T20:37:22.702703",
          "score": 0.8442505688112028
         },
         {
          "date": "2020-05-12T06:43:30.270270",
          "score": 0.8455811715021104
         },
         {
          "date": "2020-05-16T16:49:37.837838",
          "score": 0.8469072465012228
         },
         {
          "date": "2020-05-21T02:55:45.405406",
          "score": 0.8482287737877758
         },
         {
          "date": "2020-05-25T13:01:52.972973",
          "score": 0.8495457334001668
         },
         {
          "date": "2020-05-29T23:08:00.540540",
          "score": 0.8508581054363913
         },
         {
          "date": "2020-06-03T09:14:08.108108",
          "score": 0.8521658700544583
         },
         {
          "date": "2020-06-07T19:20:15.675676",
          "score": 0.8534690074728074
         },
         {
          "date": "2020-06-12T05:26:23.243243",
          "score": 0.8547674979707406
         },
         {
          "date": "2020-06-16T15:32:30.810811",
          "score": 0.8560613218888189
         },
         {
          "date": "2020-06-21T01:38:38.378378",
          "score": 0.8573504596292878
         },
         {
          "date": "2020-06-25T11:44:45.945946",
          "score": 0.8586348916565016
         },
         {
          "date": "2020-06-29T21:50:53.513514",
          "score": 0.8599145984973178
         },
         {
          "date": "2020-07-04T07:57:01.081081",
          "score": 0.8611895607415201
         },
         {
          "date": "2020-07-08T18:03:08.648649",
          "score": 0.8624597590422285
         },
         {
          "date": "2020-07-13T04:09:16.216216",
          "score": 0.8637251741163022
         },
         {
          "date": "2020-07-17T14:15:23.783784",
          "score": 0.8649857867447633
         },
         {
          "date": "2020-07-22T00:21:31.351351",
          "score": 0.8662415777731792
         },
         {
          "date": "2020-07-26T10:27:38.918919",
          "score": 0.8674925281120937
         },
         {
          "date": "2020-07-30T20:33:46.486486",
          "score": 0.8687386187374095
         },
         {
          "date": "2020-08-04T06:39:54.054054",
          "score": 0.8699798306908032
         },
         {
          "date": "2020-08-08T16:46:01.621622",
          "score": 0.8712161450801228
         },
         {
          "date": "2020-08-13T02:52:09.189189",
          "score": 0.8724475430797849
         },
         {
          "date": "2020-08-17T12:58:16.756757",
          "score": 0.8736740059311866
         },
         {
          "date": "2020-08-21T23:04:24.324324",
          "score": 0.8748955149430822
         },
         {
          "date": "2020-08-26T09:10:31.891892",
          "score": 0.87611205149199
         },
         {
          "date": "2020-08-30T19:16:39.459460",
          "score": 0.8773235970225948
         },
         {
          "date": "2020-09-04T05:22:47.027027",
          "score": 0.8785301330481227
         },
         {
          "date": "2020-09-08T15:28:54.594594",
          "score": 0.8797316411507454
         },
         {
          "date": "2020-09-13T01:35:02.162162",
          "score": 0.8809281029819664
         },
         {
          "date": "2020-09-17T11:41:09.729730",
          "score": 0.8821195002630078
         },
         {
          "date": "2020-09-21T21:47:17.297297",
          "score": 0.8833058147852082
         },
         {
          "date": "2020-09-26T07:53:24.864865",
          "score": 0.8844870284103885
         },
         {
          "date": "2020-09-30T17:59:32.432432",
          "score": 0.8856631230712595
         },
         {
          "date": "2020-10-05T04:05:40",
          "score": 0.8868340807717846
         },
         {
          "date": "2020-10-09T14:11:47.567568",
          "score": 0.8879998835875726
         },
         {
          "date": "2020-10-14T00:17:55.135135",
          "score": 0.8891605136662544
         },
         {
          "date": "2020-10-18T10:24:02.702703",
          "score": 0.8903159532278593
         },
         {
          "date": "2020-10-22T20:30:10.270270",
          "score": 0.8914661845652021
         },
         {
          "date": "2020-10-27T05:36:17.837838",
          "score": 0.8926111900442399
         },
         {
          "date": "2020-10-31T15:42:25.405406",
          "score": 0.8937509521044678
         },
         {
          "date": "2020-11-05T01:48:32.972973",
          "score": 0.8948854532592715
         },
         {
          "date": "2020-11-09T11:54:40.540540",
          "score": 0.8960146760963096
         },
         {
          "date": "2020-11-13T22:00:48.108108",
          "score": 0.8971386032778796
         },
         {
          "date": "2020-11-18T08:06:55.675676",
          "score": 0.898257217541284
         },
         {
          "date": "2020-11-22T18:13:03.243243",
          "score": 0.8993705016992053
         },
         {
          "date": "2020-11-27T04:19:10.810811",
          "score": 0.9004784386400564
         },
         {
          "date": "2020-12-01T14:25:18.378378",
          "score": 0.90158101132835
         },
         {
          "date": "2020-12-06T00:31:25.945946",
          "score": 0.9026782028050696
         },
         {
          "date": "2020-12-10T10:37:33.513514",
          "score": 0.9037699961880117
         },
         {
          "date": "2020-12-14T20:43:41.081081",
          "score": 0.9048563746721552
         },
         {
          "date": "2020-12-19T06:49:48.648649",
          "score": 0.9059373215300158
         },
         {
          "date": "2020-12-23T16:55:56.216216",
          "score": 0.907012820111998
         },
         {
          "date": "2020-12-28T03:02:03.783784",
          "score": 0.9080828538467588
         },
         {
          "date": "2021-01-01T13:08:11.351351",
          "score": 0.9091474062415408
         },
         {
          "date": "2021-01-05T23:14:18.918919",
          "score": 0.9102064608825443
         },
         {
          "date": "2021-01-10T09:20:26.486486",
          "score": 0.9112600014352555
         },
         {
          "date": "2021-01-14T19:26:34.054054",
          "score": 0.9123080116448054
         },
         {
          "date": "2021-01-19T05:32:41.621622",
          "score": 0.9133504753363118
         },
         {
          "date": "2021-01-23T15:38:49.189189",
          "score": 0.9143873764152192
         },
         {
          "date": "2021-01-28T01:44:56.756757",
          "score": 0.9154186988676523
         },
         {
          "date": "2021-02-01T11:51:04.324324",
          "score": 0.9164444267607397
         },
         {
          "date": "2021-02-05T21:57:11.891892",
          "score": 0.9174645442429596
         },
         {
          "date": "2021-02-10T08:03:19.459460",
          "score": 0.9184790355444852
         },
         {
          "date": "2021-02-14T18:09:27.027027",
          "score": 0.9194878849775031
         },
         {
          "date": "2021-02-19T04:15:34.594594",
          "score": 0.9204910769365573
         },
         {
          "date": "2021-02-23T14:21:42.162162",
          "score": 0.9214885958988785
         },
         {
          "date": "2021-02-28T00:27:49.729730",
          "score": 0.92248042642471
         },
         {
          "date": "2021-03-04T10:33:57.297297",
          "score": 0.9234665531576471
         },
         {
          "date": "2021-03-08T20:40:04.864865",
          "score": 0.9244469608249454
         },
         {
          "date": "2021-03-13T06:46:12.432432",
          "score": 0.9254216342378645
         },
         {
          "date": "2021-03-17T16:52:20",
          "score": 0.9263905582919747
         },
         {
          "date": "2021-03-22T02:58:27.567568",
          "score": 0.9273537179674859
         },
         {
          "date": "2021-03-26T13:04:35.135135",
          "score": 0.9283110983295666
         },
         {
          "date": "2021-03-31T00:10:42.702703",
          "score": 0.9292626845286569
         },
         {
          "date": "2021-04-04T10:16:50.270270",
          "score": 0.9302084618007946
         },
         {
          "date": "2021-04-08T20:22:57.837838",
          "score": 0.9311484154679127
         },
         {
          "date": "2021-04-13T06:29:05.405406",
          "score": 0.9320825309381687
         },
         {
          "date": "2021-04-17T16:35:12.972973",
          "score": 0.9330107937062402
         },
         {
          "date": "2021-04-22T02:41:20.540540",
          "score": 0.9339331893536413
         },
         {
          "date": "2021-04-26T12:47:28.108108",
          "score": 0.9348497035490273
         },
         {
          "date": "2021-04-30T22:53:35.675676",
          "score": 0.9357603220484974
         },
         {
          "date": "2021-05-05T08:59:43.243243",
          "score": 0.9366650306959055
         },
         {
          "date": "2021-05-09T19:05:50.810811",
          "score": 0.9375638154231486
         },
         {
          "date": "2021-05-14T05:11:58.378378",
          "score": 0.9384566622504724
         },
         {
          "date": "2021-05-18T15:18:05.945946",
          "score": 0.9393435572867757
         },
         {
          "date": "2021-05-23T01:24:13.513514",
          "score": 0.9402244867298915
         },
         {
          "date": "2021-05-27T11:30:21.081081",
          "score": 0.9410994368668897
         },
         {
          "date": "2021-05-31T21:36:28.648649",
          "score": 0.9419683940743673
         },
         {
          "date": "2021-06-05T07:42:36.216216",
          "score": 0.9428313448187351
         },
         {
          "date": "2021-06-09T17:48:43.783784",
          "score": 0.9436882756565145
         },
         {
          "date": "2021-06-14T03:54:51.351351",
          "score": 0.9445391732346085
         },
         {
          "date": "2021-06-18T14:00:58.918919",
          "score": 0.9453840242906024
         },
         {
          "date": "2021-06-23T00:07:06.486486",
          "score": 0.9462228156530321
         },
         {
          "date": "2021-06-27T10:13:14.054054",
          "score": 0.947055534241671
         },
         {
          "date": "2021-07-01T20:19:21.621622",
          "score": 0.9478821670678079
         },
         {
          "date": "2021-07-06T06:25:29.189189",
          "score": 0.9487027012345208
         },
         {
          "date": "2021-07-10T16:31:36.756757",
          "score": 0.9495171239369592
         },
         {
          "date": "2021-07-15T02:37:44.324324",
          "score": 0.950325422462604
         },
         {
          "date": "2021-07-19T12:43:51.891892",
          "score": 0.9511275841915448
         },
         {
          "date": "2021-07-23T22:49:59.459460",
          "score": 0.9519235965967545
         },
         {
          "date": "2021-07-28T08:56:07.027027",
          "score": 0.9527134472443435
         },
         {
          "date": "2021-08-01T19:02:14.594594",
          "score": 0.9534971237938321
         },
         {
          "date": "2021-08-06T05:08:22.162162",
          "score": 0.9542746139984116
         },
         {
          "date": "2021-08-10T15:14:29.729730",
          "score": 0.9550459057052035
         },
         {
          "date": "2021-08-15T01:20:37.297297",
          "score": 0.9558109868555247
         },
         {
          "date": "2021-08-19T11:26:44.864865",
          "score": 0.956569845485131
         },
         {
          "date": "2021-08-23T21:32:52.432432",
          "score": 0.9573224697244881
         },
         {
          "date": "2021-08-28T07:39:00",
          "score": 0.9580688477990101
         },
         {
          "date": "2021-09-01T17:45:07.567568",
          "score": 0.9588089680293179
         },
         {
          "date": "2021-09-06T03:51:15.135135",
          "score": 0.9595428188314854
         },
         {
          "date": "2021-09-10T13:57:22.702703",
          "score": 0.9602703887172857
         },
         {
          "date": "2021-09-15T00:03:30.270270",
          "score": 0.960991666294442
         },
         {
          "date": "2021-09-19T10:09:37.837838",
          "score": 0.9617066402668573
         },
         {
          "date": "2021-09-23T20:15:45.405406",
          "score": 0.9624152994348698
         },
         {
          "date": "2021-09-28T06:21:52.972973",
          "score": 0.9631176326954791
         },
         {
          "date": "2021-10-02T16:28:00.540541",
          "score": 0.963813629042589
         },
         {
          "date": "2021-10-07T02:34:08.108108",
          "score": 0.9645032775672409
         },
         {
          "date": "2021-10-11T12:40:15.675676",
          "score": 0.965186567457844
         },
         {
          "date": "2021-10-15T22:46:23.243243",
          "score": 0.9658634880004121
         },
         {
          "date": "2021-10-20T08:52:30.810811",
          "score": 0.966534028578782
         },
         {
          "date": "2021-10-24T18:58:38.378378",
          "score": 0.9671981786748454
         },
         {
          "date": "2021-10-29T05:04:45.945946",
          "score": 0.967855927868776
         },
         {
          "date": "2021-11-02T14:10:53.513514",
          "score": 0.968507265839244
         },
         {
          "date": "2021-11-07T00:17:01.081081",
          "score": 0.9691521823636399
         },
         {
          "date": "2021-11-11T10:23:08.648649",
          "score": 0.969790667318293
         },
         {
          "date": "2021-11-15T20:29:16.216216",
          "score": 0.970422710678684
         },
         {
          "date": "2021-11-20T06:35:23.783784",
          "score": 0.9710483025196655
         },
         {
          "date": "2021-11-24T16:41:31.351351",
          "score": 0.9716674330156619
         },
         {
          "date": "2021-11-29T02:47:38.918919",
          "score": 0.9722800924408926
         },
         {
          "date": "2021-12-03T12:53:46.486486",
          "score": 0.9728862711695666
         },
         {
          "date": "2021-12-07T22:59:54.054054",
          "score": 0.9734859596760942
         },
         {
          "date": "2021-12-12T09:06:01.621622",
          "score": 0.97407914853529
         },
         {
          "date": "2021-12-16T19:12:09.189189",
          "score": 0.9746658284225702
         },
         {
          "date": "2021-12-21T05:18:16.756757",
          "score": 0.9752459901141582
         },
         {
          "date": "2021-12-25T15:24:24.324324",
          "score": 0.9758196244872724
         },
         {
          "date": "2021-12-30T01:30:31.891892",
          "score": 0.9763867225203249
         },
         {
          "date": "2022-01-03T11:36:39.459460",
          "score": 0.9769472752931178
         },
         {
          "date": "2022-01-07T21:42:47.027027",
          "score": 0.9775012739870247
         },
         {
          "date": "2022-01-12T07:48:54.594594",
          "score": 0.9780487098851851
         },
         {
          "date": "2022-01-16T17:55:02.162162",
          "score": 0.9785895743726881
         },
         {
          "date": "2022-01-21T04:01:09.729730",
          "score": 0.9791238589367547
         },
         {
          "date": "2022-01-25T14:07:17.297297",
          "score": 0.9796515551669245
         },
         {
          "date": "2022-01-30T00:13:24.864865",
          "score": 0.9801726547552265
         },
         {
          "date": "2022-02-03T10:19:32.432432",
          "score": 0.9806871494963652
         },
         {
          "date": "2022-02-07T20:25:40",
          "score": 0.9811950312878883
         },
         {
          "date": "2022-02-12T06:31:47.567568",
          "score": 0.981696292130363
         },
         {
          "date": "2022-02-16T16:37:55.135135",
          "score": 0.9821909241275463
         },
         {
          "date": "2022-02-21T02:44:02.702703",
          "score": 0.9826789194865507
         },
         {
          "date": "2022-02-25T12:50:10.270270",
          "score": 0.9831602705180176
         },
         {
          "date": "2022-03-01T22:56:17.837838",
          "score": 0.9836349696362698
         },
         {
          "date": "2022-03-06T09:02:25.405406",
          "score": 0.9841030093594859
         },
         {
          "date": "2022-03-10T19:08:32.972973",
          "score": 0.9845643823098489
         },
         {
          "date": "2022-03-15T05:14:40.540541",
          "score": 0.9850190812137094
         },
         {
          "date": "2022-03-19T15:20:48.108108",
          "score": 0.9854670989017399
         },
         {
          "date": "2022-03-24T01:26:55.675676",
          "score": 0.9859084283090855
         },
         {
          "date": "2022-03-28T12:33:03.243243",
          "score": 0.9863430624755201
         },
         {
          "date": "2022-04-01T22:39:10.810811",
          "score": 0.9867709945455869
         },
         {
          "date": "2022-04-06T08:45:18.378378",
          "score": 0.9871922177687497
         },
         {
          "date": "2022-04-10T18:51:25.945946",
          "score": 0.9876067254995377
         },
         {
          "date": "2022-04-15T04:57:33.513514",
          "score": 0.988014511197683
         },
         {
          "date": "2022-04-19T15:03:41.081081",
          "score": 0.9884155684282636
         },
         {
          "date": "2022-04-24T01:09:48.648649",
          "score": 0.9888098908618385
         },
         {
          "date": "2022-04-28T11:15:56.216216",
          "score": 0.9891974722745833
         },
         {
          "date": "2022-05-02T21:22:03.783784",
          "score": 0.9895783065484258
         },
         {
          "date": "2022-05-07T07:28:11.351351",
          "score": 0.9899523876711706
         },
         {
          "date": "2022-05-11T17:34:18.918919",
          "score": 0.9903197097366332
         },
         {
          "date": "2022-05-16T03:40:26.486486",
          "score": 0.9906802669447622
         },
         {
          "date": "2022-05-20T13:46:34.054054",
          "score": 0.9910340536017639
         },
         {
          "date": "2022-05-24T23:52:41.621622",
          "score": 0.9913810641202248
         },
         {
          "date": "2022-05-29T09:58:49.189189",
          "score": 0.9917212930192286
         },
         {
          "date": "2022-06-02T20:04:56.756757",
          "score": 0.9920547349244775
         },
         {
          "date": "2022-06-07T06:11:04.324324",
          "score": 0.9923813845684011
         },
         {
          "date": "2022-06-11T16:17:11.891892",
          "score": 0.9927012367902718
         },
         {
          "date": "2022-06-16T02:23:19.459460",
          "score": 0.993014286536317
         },
         {
          "date": "2022-06-20T12:29:27.027027",
          "score": 0.9933205288598215
         },
         {
          "date": "2022-06-24T22:35:34.594594",
          "score": 0.993619958921238
         },
         {
          "date": "2022-06-29T08:41:42.162162",
          "score": 0.9939125719882875
         },
         {
          "date": "2022-07-03T18:47:49.729730",
          "score": 0.9941983634360607
         },
         {
          "date": "2022-07-08T04:53:57.297297",
          "score": 0.9944773287471194
         },
         {
          "date": "2022-07-12T15:00:04.864865",
          "score": 0.9947494635115874
         },
         {
          "date": "2022-07-17T01:06:12.432432",
          "score": 0.9950147634272508
         },
         {
          "date": "2022-07-21T11:12:20",
          "score": 0.9952732242996446
         },
         {
          "date": "2022-07-25T21:18:27.567568",
          "score": 0.9955248420421449
         },
         {
          "date": "2022-07-30T07:24:35.135135",
          "score": 0.995769612676056
         },
         {
          "date": "2022-08-03T17:30:42.702703",
          "score": 0.9960075323306932
         },
         {
          "date": "2022-08-08T03:36:50.270270",
          "score": 0.99623859724347
         },
         {
          "date": "2022-08-12T13:42:57.837838",
          "score": 0.9964628037599722
         },
         {
          "date": "2022-08-16T23:49:05.405406",
          "score": 0.9966801483340412
         },
         {
          "date": "2022-08-21T09:55:12.972973",
          "score": 0.9968906275278464
         },
         {
          "date": "2022-08-25T20:01:20.540541",
          "score": 0.9970942380119601
         },
         {
          "date": "2022-08-30T06:07:28.108108",
          "score": 0.9972909765654274
         },
         {
          "date": "2022-09-03T16:13:35.675676",
          "score": 0.9974808400758359
         },
         {
          "date": "2022-09-08T02:19:43.243243",
          "score": 0.9976638255393828
         },
         {
          "date": "2022-09-12T12:25:50.810811",
          "score": 0.9978399300609367
         },
         {
          "date": "2022-09-16T22:31:58.378378",
          "score": 0.998009150854101
         },
         {
          "date": "2022-09-21T08:38:05.945946",
          "score": 0.9981714852412735
         },
         {
          "date": "2022-09-25T18:44:13.513514",
          "score": 0.9983269306537028
         },
         {
          "date": "2022-09-30T04:50:21.081081",
          "score": 0.9984754846315432
         },
         {
          "date": "2022-10-04T14:56:28.648649",
          "score": 0.9986171448239073
         },
         {
          "date": "2022-10-09T01:02:36.216216",
          "score": 0.9987519089889161
         },
         {
          "date": "2022-10-13T11:08:43.783784",
          "score": 0.9988797749937481
         },
         {
          "date": "2022-10-17T21:14:51.351351",
          "score": 0.9990007408146824
         },
         {
          "date": "2022-10-22T07:20:58.918919",
          "score": 0.9991148045371439
         },
         {
          "date": "2022-10-26T17:27:06.486486",
          "score": 0.9992219643557427
         },
         {
          "date": "2022-10-31T02:33:14.054054",
          "score": 0.9993222185743142
         },
         {
          "date": "2022-11-04T12:39:21.621622",
          "score": 0.9994155656059538
         },
         {
          "date": "2022-11-08T22:45:29.189189",
          "score": 0.9995020039730516
         },
         {
          "date": "2022-11-13T08:51:36.756757",
          "score": 0.9995815323073235
         },
         {
          "date": "2022-11-17T18:57:44.324324",
          "score": 0.9996541493498414
         },
         {
          "date": "2022-11-22T05:03:51.891892",
          "score": 0.9997198539510583
         },
         {
          "date": "2022-11-26T15:09:59.459460",
          "score": 0.9997786450708347
         },
         {
          "date": "2022-12-01T01:16:07.027027",
          "score": 0.9998305217784594
         },
         {
          "date": "2022-12-05T11:22:14.594594",
          "score": 0.9998754832526697
         },
         {
          "date": "2022-12-09T21:28:22.162162",
          "score": 0.9999135287816698
         },
         {
          "date": "2022-12-14T07:34:29.729730",
          "score": 0.9999446577631446
         },
         {
          "date": "2022-12-18T17:40:37.297297",
          "score": 0.9999688697042738
         },
         {
          "date": "2022-12-23T03:46:44.864865",
          "score": 0.9999861642217415
         },
         {
          "date": "2022-12-27T13:52:52.432432",
          "score": 0.9999965410417448
         },
         {
          "date": "2022-12-31T23:59:00",
          "score": 0.9999999999999998
         }
        ]
       },
       "encoding": {
        "tooltip": [
         {
          "field": "date",
          "type": "temporal"
         }
        ],
        "x": {
         "field": "date",
         "title": "Date",
         "type": "temporal"
        },
        "y": {
         "field": "score",
         "title": "Recency score",
         "type": "quantitative"
        }
       },
       "height": 380,
       "mark": {
        "color": "black",
        "filled": true,
        "size": 10,
        "type": "point"
       },
       "title": "Recency scores (unit weight)",
       "width": 500
      },
      "image/png": "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",
      "text/plain": [
       "<VegaLite 5 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/display_frontends.html#troubleshooting\n"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recency_plotter = RecencyPlotter(recency_space, context_data=EXECUTOR_DATA)\n",
    "recency_plotter.plot_recency_curve()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5213ec8-93aa-4e30-91e5-108afe8bac4d",
   "metadata": {},
   "source": [
    "## Queries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8531be9a-ad7c-422c-8c74-7e0825ab7733",
   "metadata": {},
   "outputs": [],
   "source": [
    "# quick helper to present the results in a notebook\n",
    "def present_result(\n",
    "    result: Result,\n",
    "    cols_to_keep: list[str] = [\"description\", \"headline\", \"release_date\", \"id\"],\n",
    ") -> pd.DataFrame:\n",
    "    # parse result to dataframe\n",
    "    df: pd.DataFrame = result.to_pandas()\n",
    "    # transform timestamp back to release year. Ts is in milliseconds originally hence the division\n",
    "    df[\"release_date\"] = [\n",
    "        datetime.fromtimestamp(timestamp, tz=timezone.utc).date()\n",
    "        for timestamp in df[\"release_timestamp\"]\n",
    "    ]\n",
    "    return df[cols_to_keep]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdd3e696-0613-425e-a750-70f70f679824",
   "metadata": {},
   "source": [
    "Let's search for one of the biggest acquisitions of the last decade! We are going to set recency's weight to 0 as it does not matter at this point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5528c3af-67de-4e31-9cfd-c8a8c080cd29",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>headline</th>\n",
       "      <th>release_date</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(Reuters) - Microsoft Corp  agreed to buy LinkedIn Corp  for $26.2 billion in cash, the companies said in</td>\n",
       "      <td>Microsoft Agrees To Acquire LinkedIn For $26.2 Billion</td>\n",
       "      <td>2016-06-13</td>\n",
       "      <td>64890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Without question, LinkedIn has forever altered the business landscape -- both digitally and in the physical world. Nowadays, so much of what we call business or career development is car...</td>\n",
       "      <td>The LinkedIn of Things</td>\n",
       "      <td>2015-01-06</td>\n",
       "      <td>110756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LinkedIn works very well for the millions of people who make the effort to understand how to leverage it effectively. And those people are very likely not spending more than fifteen a mi...</td>\n",
       "      <td>The 7 LinkedIn Job Search Mistakes That Might Be Costing You a Job</td>\n",
       "      <td>2014-06-26</td>\n",
       "      <td>127772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Although under-used by average LinkedIn members, LinkedIn Groups can be critical to a successful job search because they enable you to communicate directly with recruiters. And vice versa.</td>\n",
       "      <td>Get LinkedIn to Recruiters for Your Job Search</td>\n",
       "      <td>2014-07-07</td>\n",
       "      <td>126794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NEW YORK (AP) — Anthem is buying rival Cigna for $48 billion in a deal that would create the nation's largest health insurer</td>\n",
       "      <td>MEGA-MERGER: Anthem To Buy Cigna For $54 Billion</td>\n",
       "      <td>2015-07-24</td>\n",
       "      <td>93451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>The struggling social network is looking for a buyer.</td>\n",
       "      <td>Twitter Is Reportedly In Sales Talks With Google And Salesforce</td>\n",
       "      <td>2016-09-23</td>\n",
       "      <td>55880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>The company's value has soared in the last five years and it has more users than Twitter.</td>\n",
       "      <td>Snapchat Is Reportedly Planning A $25 Billion IPO</td>\n",
       "      <td>2016-10-06</td>\n",
       "      <td>54727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>If failed corporate mergers teach us anything about business, it's that bigger is not always better. Yep, with a 70 to 90</td>\n",
       "      <td>9 Mergers That Epically Failed</td>\n",
       "      <td>2013-02-23</td>\n",
       "      <td>173078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>“With the Snap investment, we have invested over $1.5 billion in promising digital businesses in the last eighteen months.”</td>\n",
       "      <td>NBCUniversal Invested $500 Million In Snap Inc As Part Of IPO</td>\n",
       "      <td>2017-03-03</td>\n",
       "      <td>41556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Another day, another merger. Telephone companies, drug companies, drugstores, airlines, hospitals, retail stores and beer. Why?</td>\n",
       "      <td>The Great Remix: Why Mergers Are Booming</td>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>84610</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                     description  \\\n",
       "0                                                                                      (Reuters) - Microsoft Corp  agreed to buy LinkedIn Corp  for $26.2 billion in cash, the companies said in   \n",
       "1  Without question, LinkedIn has forever altered the business landscape -- both digitally and in the physical world. Nowadays, so much of what we call business or career development is car...   \n",
       "2  LinkedIn works very well for the millions of people who make the effort to understand how to leverage it effectively. And those people are very likely not spending more than fifteen a mi...   \n",
       "3   Although under-used by average LinkedIn members, LinkedIn Groups can be critical to a successful job search because they enable you to communicate directly with recruiters. And vice versa.   \n",
       "4                                                                   NEW YORK (AP) — Anthem is buying rival Cigna for $48 billion in a deal that would create the nation's largest health insurer   \n",
       "5                                                                                                                                          The struggling social network is looking for a buyer.   \n",
       "6                                                                                                      The company's value has soared in the last five years and it has more users than Twitter.   \n",
       "7                                                                      If failed corporate mergers teach us anything about business, it's that bigger is not always better. Yep, with a 70 to 90   \n",
       "8                                                                    “With the Snap investment, we have invested over $1.5 billion in promising digital businesses in the last eighteen months.”   \n",
       "9                                                                Another day, another merger. Telephone companies, drug companies, drugstores, airlines, hospitals, retail stores and beer. Why?   \n",
       "\n",
       "                                                             headline  \\\n",
       "0              Microsoft Agrees To Acquire LinkedIn For $26.2 Billion   \n",
       "1                                              The LinkedIn of Things   \n",
       "2  The 7 LinkedIn Job Search Mistakes That Might Be Costing You a Job   \n",
       "3                      Get LinkedIn to Recruiters for Your Job Search   \n",
       "4                    MEGA-MERGER: Anthem To Buy Cigna For $54 Billion   \n",
       "5     Twitter Is Reportedly In Sales Talks With Google And Salesforce   \n",
       "6                   Snapchat Is Reportedly Planning A $25 Billion IPO   \n",
       "7                                      9 Mergers That Epically Failed   \n",
       "8       NBCUniversal Invested $500 Million In Snap Inc As Part Of IPO   \n",
       "9                            The Great Remix: Why Mergers Are Booming   \n",
       "\n",
       "  release_date      id  \n",
       "0   2016-06-13   64890  \n",
       "1   2015-01-06  110756  \n",
       "2   2014-06-26  127772  \n",
       "3   2014-07-07  126794  \n",
       "4   2015-07-24   93451  \n",
       "5   2016-09-23   55880  \n",
       "6   2016-10-06   54727  \n",
       "7   2013-02-23  173078  \n",
       "8   2017-03-03   41556  \n",
       "9   2015-11-01   84610  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = app.query(\n",
    "    simple_query,\n",
    "    query_text=\"Microsoft acquires LinkedIn\",\n",
    "    description_weight=1,\n",
    "    headline_weight=1,\n",
    "    recency_weight=0,\n",
    ")\n",
    "\n",
    "present_result(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d74b0af-42df-4166-aa6f-c57676b4b19c",
   "metadata": {},
   "source": [
    "The first result is about the deal, others are related to some aspect of the query. Let's try upweighting recency to see a recent big acquisition jump to the second place."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3d45edfa-d92f-4196-93e7-a2e91743ffba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>headline</th>\n",
       "      <th>release_date</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(Reuters) - Microsoft Corp  agreed to buy LinkedIn Corp  for $26.2 billion in cash, the companies said in</td>\n",
       "      <td>Microsoft Agrees To Acquire LinkedIn For $26.2 Billion</td>\n",
       "      <td>2016-06-13</td>\n",
       "      <td>64890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>“My offer is my best and final offer and if it is not accepted, I would need to reconsider my position as a shareholder,” Musk said in a filing.</td>\n",
       "      <td>Elon Musk Offers To Buy 100% Of Twitter</td>\n",
       "      <td>2022-04-14</td>\n",
       "      <td>849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Starbucks' move follows McDonald's exit from the Russian market last week.</td>\n",
       "      <td>Starbucks Leaving Russian Market, Shutting 130 Stores</td>\n",
       "      <td>2022-05-23</td>\n",
       "      <td>632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Delaware Chancery Judge Kathaleen McCormick dealt the world's richest person a setback in ordering a speedy trial on his abandoned deal to buy Twitter.</td>\n",
       "      <td>Twitter Lawyer Calls Elon Musk 'Committed Enemy' As Judge Sets October Trial</td>\n",
       "      <td>2022-07-20</td>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The decision comes as surging oil prices have been rattling global markets and after Ukraine’s foreign minister criticized Shell for continuing to buy Russian oil.</td>\n",
       "      <td>Shell Says It Will Stop Buying Russian Oil, Natural Gas</td>\n",
       "      <td>2022-03-08</td>\n",
       "      <td>1054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>That makes seven Starbucks stores that have voted to unionize in a matter of months.</td>\n",
       "      <td>Starbucks Workers In Seattle Vote To Form Union</td>\n",
       "      <td>2022-03-23</td>\n",
       "      <td>967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Without question, LinkedIn has forever altered the business landscape -- both digitally and in the physical world. Nowadays, so much of what we call business or career development is car...</td>\n",
       "      <td>The LinkedIn of Things</td>\n",
       "      <td>2015-01-06</td>\n",
       "      <td>110756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Recent statements by CEO Howard Schultz offer a glimpse of some of the hardball tactics that might lay ahead.</td>\n",
       "      <td>For The Starbucks Union Campaign, A Bruising Contract Fight Is Just Beginning</td>\n",
       "      <td>2022-04-16</td>\n",
       "      <td>837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>The store in Arizona joins two in New York as the only corporate Starbucks stores with a union.</td>\n",
       "      <td>Another Starbucks Store Votes To Unionize</td>\n",
       "      <td>2022-02-25</td>\n",
       "      <td>1117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Asian and European stock markets plunged and oil prices surged to nearly $100 a barrel Thursday after Russia attacked Ukraine.</td>\n",
       "      <td>Russian Military Action In Ukraine Causes Oil Prices To Soar</td>\n",
       "      <td>2022-02-24</td>\n",
       "      <td>1121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                     description  \\\n",
       "0                                                                                      (Reuters) - Microsoft Corp  agreed to buy LinkedIn Corp  for $26.2 billion in cash, the companies said in   \n",
       "1                                               “My offer is my best and final offer and if it is not accepted, I would need to reconsider my position as a shareholder,” Musk said in a filing.   \n",
       "2                                                                                                                     Starbucks' move follows McDonald's exit from the Russian market last week.   \n",
       "3                                        Delaware Chancery Judge Kathaleen McCormick dealt the world's richest person a setback in ordering a speedy trial on his abandoned deal to buy Twitter.   \n",
       "4                            The decision comes as surging oil prices have been rattling global markets and after Ukraine’s foreign minister criticized Shell for continuing to buy Russian oil.   \n",
       "5                                                                                                           That makes seven Starbucks stores that have voted to unionize in a matter of months.   \n",
       "6  Without question, LinkedIn has forever altered the business landscape -- both digitally and in the physical world. Nowadays, so much of what we call business or career development is car...   \n",
       "7                                                                                  Recent statements by CEO Howard Schultz offer a glimpse of some of the hardball tactics that might lay ahead.   \n",
       "8                                                                                                The store in Arizona joins two in New York as the only corporate Starbucks stores with a union.   \n",
       "9                                                                 Asian and European stock markets plunged and oil prices surged to nearly $100 a barrel Thursday after Russia attacked Ukraine.   \n",
       "\n",
       "                                                                        headline  \\\n",
       "0                         Microsoft Agrees To Acquire LinkedIn For $26.2 Billion   \n",
       "1                                        Elon Musk Offers To Buy 100% Of Twitter   \n",
       "2                          Starbucks Leaving Russian Market, Shutting 130 Stores   \n",
       "3   Twitter Lawyer Calls Elon Musk 'Committed Enemy' As Judge Sets October Trial   \n",
       "4                        Shell Says It Will Stop Buying Russian Oil, Natural Gas   \n",
       "5                                Starbucks Workers In Seattle Vote To Form Union   \n",
       "6                                                         The LinkedIn of Things   \n",
       "7  For The Starbucks Union Campaign, A Bruising Contract Fight Is Just Beginning   \n",
       "8                                      Another Starbucks Store Votes To Unionize   \n",
       "9                   Russian Military Action In Ukraine Causes Oil Prices To Soar   \n",
       "\n",
       "  release_date      id  \n",
       "0   2016-06-13   64890  \n",
       "1   2022-04-14     849  \n",
       "2   2022-05-23     632  \n",
       "3   2022-07-20     353  \n",
       "4   2022-03-08    1054  \n",
       "5   2022-03-23     967  \n",
       "6   2015-01-06  110756  \n",
       "7   2022-04-16     837  \n",
       "8   2022-02-25    1117  \n",
       "9   2022-02-24    1121  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = app.query(\n",
    "    simple_query,\n",
    "    query_text=\"Microsoft acquires LinkedIn\",\n",
    "    description_weight=1,\n",
    "    headline_weight=1,\n",
    "    recency_weight=1,\n",
    ")\n",
    "\n",
    "present_result(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc510836-74f6-438d-9db2-e5bde54fe8c9",
   "metadata": {},
   "source": [
    "Subsequently we can also search with the news article about Elon Musk offering to buy Twitter. As the dataset is quite biased towards old articles, what we get back is news about either Elon Musk or Twitter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8d8db7ab-909e-49be-a7ab-81a0159c92ff",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>headline</th>\n",
       "      <th>release_date</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>“My offer is my best and final offer and if it is not accepted, I would need to reconsider my position as a shareholder,” Musk said in a filing.</td>\n",
       "      <td>Elon Musk Offers To Buy 100% Of Twitter</td>\n",
       "      <td>2022-04-14</td>\n",
       "      <td>849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The U.S. Securities and Exchange Commission filed a motion asking for the Tesla CEO to show why he shouldn't be held in contempt.</td>\n",
       "      <td>SEC Says Elon Musk Violated Fraud Settlement With Tweet</td>\n",
       "      <td>2019-02-26</td>\n",
       "      <td>7191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Don't bet against Musk.</td>\n",
       "      <td>Why Elon Musk’s Plan To Merge Tesla With SolarCity Will Probably Work</td>\n",
       "      <td>2016-08-16</td>\n",
       "      <td>59220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Elon Musk's empire is consolidating.</td>\n",
       "      <td>Tesla Is Buying Sister Company SolarCity For $2.6 Billion</td>\n",
       "      <td>2016-08-01</td>\n",
       "      <td>60483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The billionaire wants to marry Tesla and SolarCity. But he says SpaceX should remain a bachelor.</td>\n",
       "      <td>The One Company Elon Musk Wants To Keep Independent</td>\n",
       "      <td>2016-08-04</td>\n",
       "      <td>60237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>The interim CEO purchased 31,000 shares Monday.</td>\n",
       "      <td>Jack Dorsey Bought A Bunch Of Twitter Shares, And It's Working Out Great</td>\n",
       "      <td>2015-08-10</td>\n",
       "      <td>91958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Tesla's CEO says hiring self-driving engineers is \"a super high priority.\"</td>\n",
       "      <td>Elon Musk Just Dropped Another Hint That Tesla May Take On Uber</td>\n",
       "      <td>2015-11-20</td>\n",
       "      <td>82841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Time Warner rejected an $80 billion offer from a different company in 2014.</td>\n",
       "      <td>AT&amp;T Agrees To Buy Time Warner, In Principle</td>\n",
       "      <td>2016-10-21</td>\n",
       "      <td>53309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>It's an Elon Musk world, and we're just living in it. Before we bow down to a seemingly fearless and altruistic pioneer of electric vehicles and libertarianism, it's important to point o...</td>\n",
       "      <td>Elon Musk Is Even Smarter Than We Thought</td>\n",
       "      <td>2014-06-14</td>\n",
       "      <td>128870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>This could all be part of the secret sauce known as the \"Musk Doctrine.\"</td>\n",
       "      <td>Wall Street Doesn’t Believe Elon Musk Can Produce 500,000 Cars By 2018</td>\n",
       "      <td>2016-05-09</td>\n",
       "      <td>67933</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                     description  \\\n",
       "0                                               “My offer is my best and final offer and if it is not accepted, I would need to reconsider my position as a shareholder,” Musk said in a filing.   \n",
       "1                                                              The U.S. Securities and Exchange Commission filed a motion asking for the Tesla CEO to show why he shouldn't be held in contempt.   \n",
       "2                                                                                                                                                                        Don't bet against Musk.   \n",
       "3                                                                                                                                                           Elon Musk's empire is consolidating.   \n",
       "4                                                                                               The billionaire wants to marry Tesla and SolarCity. But he says SpaceX should remain a bachelor.   \n",
       "5                                                                                                                                                The interim CEO purchased 31,000 shares Monday.   \n",
       "6                                                                                                                     Tesla's CEO says hiring self-driving engineers is \"a super high priority.\"   \n",
       "7                                                                                                                    Time Warner rejected an $80 billion offer from a different company in 2014.   \n",
       "8  It's an Elon Musk world, and we're just living in it. Before we bow down to a seemingly fearless and altruistic pioneer of electric vehicles and libertarianism, it's important to point o...   \n",
       "9                                                                                                                       This could all be part of the secret sauce known as the \"Musk Doctrine.\"   \n",
       "\n",
       "                                                                   headline  \\\n",
       "0                                   Elon Musk Offers To Buy 100% Of Twitter   \n",
       "1                   SEC Says Elon Musk Violated Fraud Settlement With Tweet   \n",
       "2     Why Elon Musk’s Plan To Merge Tesla With SolarCity Will Probably Work   \n",
       "3                 Tesla Is Buying Sister Company SolarCity For $2.6 Billion   \n",
       "4                       The One Company Elon Musk Wants To Keep Independent   \n",
       "5  Jack Dorsey Bought A Bunch Of Twitter Shares, And It's Working Out Great   \n",
       "6           Elon Musk Just Dropped Another Hint That Tesla May Take On Uber   \n",
       "7                              AT&T Agrees To Buy Time Warner, In Principle   \n",
       "8                                 Elon Musk Is Even Smarter Than We Thought   \n",
       "9    Wall Street Doesn’t Believe Elon Musk Can Produce 500,000 Cars By 2018   \n",
       "\n",
       "  release_date      id  \n",
       "0   2022-04-14     849  \n",
       "1   2019-02-26    7191  \n",
       "2   2016-08-16   59220  \n",
       "3   2016-08-01   60483  \n",
       "4   2016-08-04   60237  \n",
       "5   2015-08-10   91958  \n",
       "6   2015-11-20   82841  \n",
       "7   2016-10-21   53309  \n",
       "8   2014-06-14  128870  \n",
       "9   2016-05-09   67933  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = app.query(\n",
    "    news_query,\n",
    "    description_weight=1,\n",
    "    headline_weight=1,\n",
    "    recency_weight=0,\n",
    "    news_id=\"849\",\n",
    ")\n",
    "\n",
    "present_result(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b91aef71-921a-48cf-ba4b-3751b594fa35",
   "metadata": {},
   "source": [
    "That we can start biasing towards recency, navigating the tradeoff of letting less connected but recent news into the mix. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9740a69d-b11b-4f63-b13a-8230565f85b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>description</th>\n",
       "      <th>headline</th>\n",
       "      <th>release_date</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>“My offer is my best and final offer and if it is not accepted, I would need to reconsider my position as a shareholder,” Musk said in a filing.</td>\n",
       "      <td>Elon Musk Offers To Buy 100% Of Twitter</td>\n",
       "      <td>2022-04-14</td>\n",
       "      <td>849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The U.S. Securities and Exchange Commission filed a motion asking for the Tesla CEO to show why he shouldn't be held in contempt.</td>\n",
       "      <td>SEC Says Elon Musk Violated Fraud Settlement With Tweet</td>\n",
       "      <td>2019-02-26</td>\n",
       "      <td>7191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Delaware Chancery Judge Kathaleen McCormick dealt the world's richest person a setback in ordering a speedy trial on his abandoned deal to buy Twitter.</td>\n",
       "      <td>Twitter Lawyer Calls Elon Musk 'Committed Enemy' As Judge Sets October Trial</td>\n",
       "      <td>2022-07-20</td>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Recent statements by CEO Howard Schultz offer a glimpse of some of the hardball tactics that might lay ahead.</td>\n",
       "      <td>For The Starbucks Union Campaign, A Bruising Contract Fight Is Just Beginning</td>\n",
       "      <td>2022-04-16</td>\n",
       "      <td>837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Don't bet against Musk.</td>\n",
       "      <td>Why Elon Musk’s Plan To Merge Tesla With SolarCity Will Probably Work</td>\n",
       "      <td>2016-08-16</td>\n",
       "      <td>59220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Android creator Andy Rubin, accused of sexual harassment, was given a severance package worth $240 million, according to the lawsuit.</td>\n",
       "      <td>Google's Alphabet Settles With Shareholders Over Payoffs To Execs Accused Of Harassment</td>\n",
       "      <td>2020-09-26</td>\n",
       "      <td>4025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>The decision comes as surging oil prices have been rattling global markets and after Ukraine’s foreign minister criticized Shell for continuing to buy Russian oil.</td>\n",
       "      <td>Shell Says It Will Stop Buying Russian Oil, Natural Gas</td>\n",
       "      <td>2022-03-08</td>\n",
       "      <td>1054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Elon Musk's empire is consolidating.</td>\n",
       "      <td>Tesla Is Buying Sister Company SolarCity For $2.6 Billion</td>\n",
       "      <td>2016-08-01</td>\n",
       "      <td>60483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>The billionaire wants to marry Tesla and SolarCity. But he says SpaceX should remain a bachelor.</td>\n",
       "      <td>The One Company Elon Musk Wants To Keep Independent</td>\n",
       "      <td>2016-08-04</td>\n",
       "      <td>60237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Starbucks' move follows McDonald's exit from the Russian market last week.</td>\n",
       "      <td>Starbucks Leaving Russian Market, Shutting 130 Stores</td>\n",
       "      <td>2022-05-23</td>\n",
       "      <td>632</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                           description  \\\n",
       "0                     “My offer is my best and final offer and if it is not accepted, I would need to reconsider my position as a shareholder,” Musk said in a filing.   \n",
       "1                                    The U.S. Securities and Exchange Commission filed a motion asking for the Tesla CEO to show why he shouldn't be held in contempt.   \n",
       "2              Delaware Chancery Judge Kathaleen McCormick dealt the world's richest person a setback in ordering a speedy trial on his abandoned deal to buy Twitter.   \n",
       "3                                                        Recent statements by CEO Howard Schultz offer a glimpse of some of the hardball tactics that might lay ahead.   \n",
       "4                                                                                                                                              Don't bet against Musk.   \n",
       "5                                Android creator Andy Rubin, accused of sexual harassment, was given a severance package worth $240 million, according to the lawsuit.   \n",
       "6  The decision comes as surging oil prices have been rattling global markets and after Ukraine’s foreign minister criticized Shell for continuing to buy Russian oil.   \n",
       "7                                                                                                                                 Elon Musk's empire is consolidating.   \n",
       "8                                                                     The billionaire wants to marry Tesla and SolarCity. But he says SpaceX should remain a bachelor.   \n",
       "9                                                                                           Starbucks' move follows McDonald's exit from the Russian market last week.   \n",
       "\n",
       "                                                                                  headline  \\\n",
       "0                                                  Elon Musk Offers To Buy 100% Of Twitter   \n",
       "1                                  SEC Says Elon Musk Violated Fraud Settlement With Tweet   \n",
       "2             Twitter Lawyer Calls Elon Musk 'Committed Enemy' As Judge Sets October Trial   \n",
       "3            For The Starbucks Union Campaign, A Bruising Contract Fight Is Just Beginning   \n",
       "4                    Why Elon Musk’s Plan To Merge Tesla With SolarCity Will Probably Work   \n",
       "5  Google's Alphabet Settles With Shareholders Over Payoffs To Execs Accused Of Harassment   \n",
       "6                                  Shell Says It Will Stop Buying Russian Oil, Natural Gas   \n",
       "7                                Tesla Is Buying Sister Company SolarCity For $2.6 Billion   \n",
       "8                                      The One Company Elon Musk Wants To Keep Independent   \n",
       "9                                    Starbucks Leaving Russian Market, Shutting 130 Stores   \n",
       "\n",
       "  release_date     id  \n",
       "0   2022-04-14    849  \n",
       "1   2019-02-26   7191  \n",
       "2   2022-07-20    353  \n",
       "3   2022-04-16    837  \n",
       "4   2016-08-16  59220  \n",
       "5   2020-09-26   4025  \n",
       "6   2022-03-08   1054  \n",
       "7   2016-08-01  60483  \n",
       "8   2016-08-04  60237  \n",
       "9   2022-05-23    632  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = app.query(\n",
    "    news_query,\n",
    "    description_weight=1,\n",
    "    headline_weight=1,\n",
    "    recency_weight=1,\n",
    "    news_id=\"849\",\n",
    ")\n",
    "\n",
    "present_result(result)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
